Modal Symbolic Learning: Appetizer¶
In [1]:
using Pkg
Pkg.activate(".")
Pkg.instantiate()
Pkg.update()
Pkg.status()
Activating project at `~/Desktop/modal-symbolic-learning-course` Updating registry at `~/.julia/registries/General` Updating git-repo `https://github.com/JuliaRegistries/General.git` No Changes to `~/Desktop/modal-symbolic-learning-course/Project.toml` No Changes to `~/Desktop/modal-symbolic-learning-course/Manifest.toml`
Status `~/Desktop/modal-symbolic-learning-course/Project.toml` [a93c6f00] DataFrames v1.6.1 [7806a523] DecisionTree v0.12.4 [7073ff75] IJulia v1.24.2 [033835bb] JLD2 v0.4.38 ⌅ [add582a8] MLJ v0.19.5 [c6f25543] MLJDecisionTreeInterface v0.4.0 [e54bda2e] ModalDecisionTrees v0.3.3 [91a5bcdd] Plots v1.39.0 [7b3b3b3f] Sole v0.3.1 [b002da8f] SoleLogics v0.6.11 [4249d9c7] SoleModels v0.5.3 [2913bbd2] StatsBase v0.34.2 [9a3f8284] Random Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated`
In [2]:
# Import libraries for statistics & Machine Learning
using Random
using DataFrames
using MLJ
using Plots
In [3]:
# Import the Sole framework
using Sole
# Load an example time-series classification dataset as a tuple (DataFrame, Vector{String})
X, y = Sole.load_arff_dataset("NATOPS");
In [4]:
y
Out[4]:
360-element CategoricalArrays.CategoricalArray{String,1,UInt32}:
"I have command"
"I have command"
"I have command"
"I have command"
"I have command"
"I have command"
"I have command"
"I have command"
"I have command"
"I have command"
"I have command"
"I have command"
"I have command"
⋮
"Lock wings"
"Lock wings"
"Lock wings"
"Lock wings"
"Lock wings"
"Lock wings"
"Lock wings"
"Lock wings"
"Lock wings"
"Lock wings"
"Lock wings"
"Lock wings"
In [5]:
X
Out[5]:
360×24 DataFrame
335 rows omitted
| Row | X[Hand tip l] | Y[Hand tip l] | Z[Hand tip l] | X[Hand tip r] | Y[Hand tip r] | Z[Hand tip r] | X[Elbow l] | Y[Elbow l] | Z[Elbow l] | X[Elbow r] | Y[Elbow r] | Z[Elbow r] | X[Wrist l] | Y[Wrist l] | Z[Wrist l] | X[Wrist r] | Y[Wrist r] | Z[Wrist r] | X[Thumb l] | Y[Thumb l] | Z[Thumb l] | X[Thumb r] | Y[Thumb r] | Z[Thumb r] |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | Array… | |
| 1 | [-0.519771, -0.52758, -0.531415, -0.517159, -0.510312, -0.518154, -0.50362, -0.485176, -0.466677, -0.444535 … -0.45501, -0.458937, -0.465048, -0.471251, -0.470015, -0.464627, -0.462666, -0.460253, -0.459572, -0.456737] | [-2.14011, -2.18043, -2.18425, -2.16547, -2.16635, -2.18836, -2.17162, -2.15248, -2.08072, -2.00607 … -2.17597, -2.1638, -2.17779, -2.17766, -2.17848, -2.16689, -2.15667, -2.13474, -2.13435, -2.13855] | [-0.957224, -0.970778, -0.970232, -0.960666, -0.962437, -0.970488, -0.966847, -0.96441, -0.972943, -0.979085 … -1.04234, -1.03616, -1.03756, -1.03275, -1.02525, -1.03115, -1.02558, -1.01884, -1.01701, -1.01059] | [0.675893, 0.699281, 0.673774, 0.700096, 0.765257, 0.980454, 1.43803, 1.78334, 2.08495, 2.32037 … 0.755717, 0.778103, 0.755128, 0.751274, 0.742517, 0.743311, 0.786792, 0.730863, 0.730482, 0.732217] | [-2.31794, -2.36398, -2.48698, -2.3176, -2.34228, -2.34828, -2.24596, -1.8102, -1.28214, -0.703666 … -2.45044, -2.33026, -2.44767, -2.43509, -2.44371, -2.42475, -2.25219, -2.38539, -2.38603, -2.35704] | [-0.254602, -0.246883, -0.252635, -0.235782, -0.13363, 0.051243, 0.078424, 0.274688, 0.335957, 0.390646 … -0.210761, -0.181256, -0.213764, -0.206785, -0.222643, -0.214863, -0.169845, -0.20958, -0.202703, -0.201438] | [-0.672175, -0.682166, -0.685415, -0.670036, -0.663511, -0.672929, -0.658353, -0.643332, -0.63439, -0.619762 … -0.627507, -0.629153, -0.633168, -0.634024, -0.635696, -0.63498, -0.633753, -0.632434, -0.634984, -0.633494] | [-0.811646, -0.826093, -0.826825, -0.820736, -0.821921, -0.831596, -0.82809, -0.823286, -0.806715, -0.791522 … -0.865485, -0.859529, -0.865397, -0.86135, -0.860462, -0.856847, -0.85257, -0.843446, -0.843199, -0.840282] | [-0.355687, -0.355521, -0.355221, -0.352447, -0.350348, -0.35277, -0.353647, -0.358977, -0.383944, -0.401975 … -0.419172, -0.41693, -0.417203, -0.414593, -0.414103, -0.412636, -0.412147, -0.411217, -0.410917, -0.410034] | [0.563137, 0.578847, 0.62441, 0.573098, 0.580253, 0.58863, 0.680733, 0.754091, 0.974406, 1.02492 … 0.545894, 0.506828, 0.50426, 0.496528, 0.494051, 0.491025, 0.487645, 0.478008, 0.474876, 0.47124] | [-0.844167, -0.86133, -1.01878, -0.833048, -0.835207, -0.858701, -0.991307, -0.937558, -0.774481, -0.674111 … -0.887136, -0.875202, -0.890925, -0.892577, -0.899166, -0.895402, -0.89024, -0.88102, -0.882138, -0.870535] | [0.049452, 0.059125, 0.129621, 0.046829, 0.049571, 0.062562, 0.154757, 0.290973, 0.335833, 0.368746 … -0.121716, -0.169222, -0.180047, -0.187447, -0.192183, -0.193964, -0.194436, -0.198232, -0.199414, -0.199562] | [-0.61342, -0.622232, -0.625402, -0.610388, -0.603729, -0.612568, -0.597349, -0.580095, -0.568276, -0.552699 … -0.546718, -0.550332, -0.556687, -0.559856, -0.561484, -0.560076, -0.558626, -0.556903, -0.558795, -0.557304] | [-1.61917, -1.65088, -1.65311, -1.6393, -1.64061, -1.65913, -1.64914, -1.62891, -1.57936, -1.53198 … -1.65347, -1.64678, -1.66345, -1.66018, -1.6606, -1.65403, -1.64625, -1.62997, -1.63138, -1.62842] | [-0.733924, -0.741974, -0.742438, -0.735815, -0.733838, -0.739854, -0.735757, -0.729296, -0.735961, -0.741818 … -0.808697, -0.804381, -0.807563, -0.803419, -0.802036, -0.798972, -0.796631, -0.791835, -0.792898, -0.792378] | [0.658217, 0.6748, 0.69276, 0.676511, 0.702911, 0.803806, 1.1038, 1.29536, 1.54963, 1.79337 … 0.716365, 0.698483, 0.702289, 0.697305, 0.697503, 0.696351, 0.709523, 0.68247, 0.679733, 0.676366] | [-1.78265, -1.8188, -1.96731, -1.78275, -1.7857, -1.79788, -1.76649, -1.4163, -1.10176, -0.69194 … -1.81824, -1.79328, -1.81183, -1.8076, -1.81251, -1.80468, -1.77535, -1.77539, -1.776, -1.75988] | [-0.084877, -0.077114, -0.090744, -0.07839, -0.006041, 0.083173, 0.208194, 0.298242, 0.319634, 0.336941 … -0.092348, -0.101278, -0.106751, -0.109804, -0.1102, -0.111331, -0.033403, -0.105637, -0.10567, -0.099408] | [-0.411614, -0.414309, -0.469108, -0.458497, -0.454544, -0.404415, -0.468829, -0.471275, -0.369598, -0.359469 … -0.340109, -0.345786, -0.349573, -0.353, -0.432727, -0.356777, -0.433848, -0.428835, -0.362735, -0.36165] | [-1.85323, -1.89515, -1.95368, -1.93915, -1.93447, -1.89835, -1.8739, -1.8562, -1.80774, -1.75773 … -1.9209, -1.92207, -1.92674, -1.92838, -1.94133, -1.90055, -1.93023, -1.90896, -1.87824, -1.87942] | [-0.865847, -0.866153, -1.00206, -0.997912, -0.994343, -0.870472, -0.971998, -0.985523, -0.850877, -0.851743 … -0.931213, -0.927843, -0.930593, -0.927086, -1.056, -0.907434, -1.07481, -1.063, -0.904668, -0.913975] | [0.567708, 0.589339, 0.580746, 0.58282, 0.615749, 0.95588, 1.40151, 1.67856, 1.88032, 2.07148 … 0.666981, 0.653051, 0.652106, 0.658308, 0.65612, 0.652261, 0.650332, 0.634315, 0.639449, 0.639242] | [-2.02875, -2.07658, -2.23551, -1.99931, -2.04665, -2.14399, -1.9481, -1.55118, -1.07181, -0.576404 … -2.20073, -2.099, -2.20651, -2.20833, -2.19677, -2.19554, -1.99028, -2.16158, -2.15648, -2.13581] | [-0.35898, -0.351665, -0.398628, -0.345991, -0.295307, -0.109899, 0.051552, 0.105771, 0.174518, 0.27263 … -0.340768, -0.331487, -0.367603, -0.343775, -0.342563, -0.34826, -0.264311, -0.354304, -0.337395, -0.326279] |
| 2 | [-0.489753, -0.48607, -0.484529, -0.492771, -0.492031, -0.493076, -0.491979, -0.493256, -0.493156, -0.487527 … -0.400825, -0.414617, -0.407231, -0.397206, -0.366296, -0.354333, -0.371938, -0.386065, -0.408146, -0.415736] | [-1.55293, -1.54966, -1.55206, -1.55821, -1.556, -1.56055, -1.55812, -1.5648, -1.56414, -1.56731 … -1.6062, -1.62319, -1.61939, -1.6173, -1.58341, -1.5697, -1.55188, -1.54089, -1.52865, -1.52388] | [-0.907814, -0.911305, -0.92587, -0.921268, -0.928352, -0.928697, -0.932141, -0.930564, -0.933592, -0.932622 … -0.989828, -0.990365, -0.998319, -0.994962, -0.994991, -0.983351, -0.976952, -0.975923, -0.963954, -0.953944] | [0.632831, 0.633167, 0.637368, 0.640823, 0.635858, 0.63401, 0.634496, 0.637154, 0.640618, 0.643018 … 0.558287, 0.447356, 0.452128, 0.525122, 0.651756, 0.77637, 0.948441, 1.09432, 1.30458, 1.42438] | [-1.61526, -1.61763, -1.62374, -1.61861, -1.62068, -1.62244, -1.62164, -1.6257, -1.62654, -1.62966 … 1.56275, 1.58349, 1.59581, 1.60302, 1.55387, 1.53016, 1.47453, 1.47069, 1.45205, 1.39396] | [-0.63772, -0.637168, -0.644338, -0.651686, -0.653233, -0.654332, -0.651011, -0.6489, -0.654768, -0.653883 … 0.526364, 0.534895, 0.553634, 0.564454, 0.478762, 0.47897, 0.444671, 0.328608, 0.29968, 0.242647] | [-0.764322, -0.76326, -0.764375, -0.763831, -0.764855, -0.771226, -0.77035, -0.770268, -0.774302, -0.772458 … -0.673313, -0.688225, -0.68792, -0.684164, -0.670343, -0.661181, -0.660554, -0.6628, -0.667728, -0.670177] | [-0.450899, -0.450767, -0.452501, -0.454648, -0.455247, -0.452276, -0.453126, -0.454493, -0.452512, -0.454416 … -0.598891, -0.609533, -0.609361, -0.605956, -0.590388, -0.585079, -0.575719, -0.567138, -0.557045, -0.549239] | [-0.079976, -0.080762, -0.083669, -0.087223, -0.08914, -0.08982, -0.091631, -0.092721, -0.09304, -0.094382 … -0.18969, -0.186896, -0.185767, -0.185657, -0.184, -0.183172, -0.181486, -0.179875, -0.179443, -0.177455] | [0.588484, 0.588437, 0.591168, 0.595125, 0.594665, 0.594011, 0.594033, 0.595322, 0.594022, 0.595392 … 0.741419, 0.710198, 0.701785, 0.698899, 0.712752, 0.749419, 0.803343, 0.848877, 0.889374, 0.939079] | [-0.730616, -0.730755, -0.731663, -0.731757, -0.732705, -0.733491, -0.733443, -0.734938, -0.735328, -0.7363 … 0.603107, 0.620151, 0.630515, 0.62623, 0.614864, 0.587344, 0.54446, 0.511954, 0.400724, 0.336798] | [-0.013982, -0.014206, -0.017597, -0.023328, -0.024779, -0.023949, -0.023798, -0.023383, -0.023818, -0.023393 … 0.341478, 0.365238, 0.368656, 0.366911, 0.348588, 0.334984, 0.328527, 0.320669, 0.30213, 0.29275] | [-0.610917, -0.609945, -0.610197, -0.607995, -0.609012, -0.612652, -0.612659, -0.613082, -0.614878, -0.614069 … -0.53083, -0.549195, -0.54724, -0.54064, -0.518421, -0.502914, -0.500193, -0.503294, -0.516175, -0.523108] | [-1.03648, -1.03609, -1.03882, -1.03999, -1.04112, -1.03914, -1.04044, -1.04285, -1.04107, -1.0441 … -1.13693, -1.15922, -1.16127, -1.15574, -1.12468, -1.10677, -1.09263, -1.082, -1.07452, -1.06779] | [-0.577443, -0.578297, -0.583215, -0.588784, -0.591257, -0.591227, -0.593823, -0.596287, -0.595091, -0.597289 … -0.681441, -0.684264, -0.68352, -0.682579, -0.677352, -0.674626, -0.671057, -0.668541, -0.665837, -0.661711] | [0.659456, 0.659302, 0.662152, 0.665597, 0.665444, 0.665353, 0.665823, 0.667154, 0.665983, 0.667418 … 0.720035, 0.640724, 0.630026, 0.651852, 0.729677, 0.850068, 0.94295, 1.03751, 1.18761, 1.28357] | [-1.23593, -1.23487, -1.23632, -1.23402, -1.23438, -1.23515, -1.235, -1.23646, -1.23597, -1.23664 … 1.11925, 1.13986, 1.15143, 1.14894, 1.13129, 1.08879, 1.04614, 1.05516, 0.999333, 0.933612] | [-0.379883, -0.378978, -0.382435, -0.386875, -0.387906, -0.387474, -0.387414, -0.386467, -0.386541, -0.384717 … 0.361501, 0.393498, 0.396875, 0.391628, 0.364325, 0.331366, 0.325144, 0.324284, 0.307198, 0.269993] | [-0.635067, -0.633994, -0.633752, -0.648402, -0.648701, -0.632859, -0.640256, -0.64937, -0.649375, -0.640854 … -0.540383, -0.547009, -0.540366, -0.534912, -0.498297, -0.337868, -0.498095, -0.514231, -0.54187, -0.564004] | [-1.50539, -1.50707, -1.50899, -1.46215, -1.4642, -1.54008, -1.53225, -1.47132, -1.47094, -1.53011 … -1.57719, -1.59468, -1.59785, -1.61441, -1.57575, -1.43418, -1.52036, -1.51264, -1.50075, -1.4326] | [-0.846206, -0.845445, -0.853765, -0.831178, -0.836261, -0.844045, -0.849416, -0.846373, -0.847773, -0.848008 … -0.920237, -0.932154, -0.934714, -0.909785, -0.922902, -0.898096, -0.926457, -0.919174, -0.90991, -0.879849] | [0.447123, 0.44868, 0.45151, 0.449512, 0.449655, 0.44474, 0.448023, 0.453291, 0.451363, 0.454588 … 0.597487, 0.507611, 0.517329, 0.589425, 0.707242, 0.792697, 0.947473, 1.08187, 1.22891, 1.28773] | [-1.46324, -1.44853, -1.45427, -1.45388, -1.46205, -1.48701, -1.47933, -1.47592, -1.47542, -1.47576 … 1.42369, 1.4392, 1.43182, 1.45067, 1.4119, 1.40528, 1.38638, 1.28872, 1.19626, 1.1889] | [-0.547992, -0.537522, -0.542974, -0.561309, -0.569895, -0.593827, -0.586797, -0.579215, -0.582364, -0.580319 … 0.254432, 0.263169, 0.2516, 0.273131, 0.249835, 0.21509, 0.211921, 0.180549, 0.160028, 0.160106] |
| 3 | [-0.521346, -0.518394, -0.522321, -0.519893, -0.521016, -0.521524, -0.523362, -0.511653, -0.512519, -0.511312 … -0.514448, -0.518708, -0.521672, -0.525064, -0.514835, -0.507935, -0.521132, -0.517193, -0.517363, -0.51327] | [-1.72326, -1.72407, -1.72326, -1.72352, -1.72479, -1.72389, -1.7244, -1.76782, -1.76903, -1.76877 … -1.79175, -1.77926, -1.77711, -1.77828, -1.77587, -1.76419, -1.77843, -1.77882, -1.77992, -1.77987] | [-0.581362, -0.578159, -0.586091, -0.582611, -0.583196, -0.582819, -0.580284, -0.57613, -0.576047, -0.575067 … -0.64696, -0.640021, -0.630712, -0.616814, -0.62093, -0.621969, -0.621552, -0.624645, -0.621028, -0.626299] | [0.480245, 0.413413, 0.425131, 0.420865, 0.481781, 0.483458, 0.415258, 0.429159, 0.449354, 0.476563 … 0.71045, 0.665733, 0.621122, 0.557295, 0.519791, 0.48524, 0.481703, 0.488414, 0.485208, 0.479489] | [-1.72509, -1.79325, -1.77693, -1.78382, -1.72083, -1.72458, -1.80616, -1.77722, -1.78057, -1.79041 … -1.57885, -1.64564, -1.68675, -1.81935, -1.76374, -1.76348, -1.78189, -1.7849, -1.78435, -1.78333] | [-0.749465, -0.814978, -0.79228, -0.801608, -0.754548, -0.74575, -0.806902, -0.788115, -0.775095, -0.768625 … -1.16744, -0.986366, -0.849024, -0.767521, -0.725116, -0.723884, -0.743611, -0.736042, -0.731239, -0.733958] | [-0.525342, -0.525427, -0.525379, -0.525444, -0.525739, -0.524023, -0.524286, -0.524877, -0.524151, -0.524068 … -0.523154, -0.525498, -0.529397, -0.52957, -0.528862, -0.52528, -0.533165, -0.534444, -0.535781, -0.535137] | [-0.739763, -0.740549, -0.74058, -0.740715, -0.740896, -0.73646, -0.73702, -0.7379, -0.732856, -0.730532 … -0.749113, -0.742436, -0.740507, -0.743516, -0.741228, -0.737291, -0.737683, -0.734686, -0.735549, -0.729392] | [0.00487, 0.004583, 0.004489, 0.004362, 0.004399, 0.003773, 0.003822, 0.003411, 0.003658, 0.005095 … -0.059418, -0.0525, -0.048123, -0.046555, -0.046885, -0.048532, -0.039759, -0.03889, -0.040542, -0.038758] | [0.575242, 0.575883, 0.575526, 0.575575, 0.575278, 0.575654, 0.575526, 0.575633, 0.575163, 0.57502 … 0.644371, 0.62842, 0.618023, 0.609834, 0.603422, 0.598495, 0.600498, 0.597656, 0.593331, 0.591355] | [-0.697207, -0.692852, -0.693992, -0.697884, -0.698123, -0.700103, -0.70106, -0.701515, -0.697396, -0.693416 … -0.621467, -0.659043, -0.684524, -0.718202, -0.724065, -0.724157, -0.732855, -0.734555, -0.733912, -0.733665] | [-0.332463, -0.331289, -0.331475, -0.331731, -0.332142, -0.332464, -0.332376, -0.331943, -0.331546, -0.333063 … -0.378133, -0.367254, -0.356606, -0.343056, -0.33429, -0.329133, -0.321856, -0.319076, -0.318582, -0.317655] | [-0.545346, -0.545328, -0.54525, -0.545342, -0.545351, -0.545241, -0.545175, -0.550384, -0.550262, -0.549645 … -0.5494, -0.550728, -0.55351, -0.54701, -0.546587, -0.543694, -0.55149, -0.553461, -0.554929, -0.55284] | [-1.31043, -1.31073, -1.31055, -1.31108, -1.31135, -1.31146, -1.31151, -1.41092, -1.41452, -1.4169 … -1.43862, -1.43009, -1.42991, -1.3944, -1.41305, -1.40867, -1.42409, -1.42662, -1.42677, -1.41064] | [-0.324365, -0.324491, -0.324567, -0.324993, -0.324921, -0.324924, -0.324808, -0.394137, -0.39667, -0.39841 … -0.463983, -0.455567, -0.453018, -0.425366, -0.44464, -0.447966, -0.44951, -0.451889, -0.453338, -0.439258] | [0.575476, 0.546443, 0.556483, 0.553863, 0.57492, 0.575846, 0.545204, 0.556661, 0.55702, 0.563197 … 0.711838, 0.672678, 0.647264, 0.611414, 0.62807, 0.61373, 0.61736, 0.616283, 0.612853, 0.612117] | [-1.27916, -1.42884, -1.40821, -1.41297, -1.27841, -1.27962, -1.43508, -1.40908, -1.40939, -1.40974 … -1.19185, -1.22397, -1.24741, -1.4393, -1.33986, -1.32311, -1.33338, -1.33267, -1.33161, -1.33215] | [-0.608626, -0.662448, -0.665291, -0.667847, -0.611796, -0.61163, -0.66759, -0.661331, -0.661105, -0.660087 … -0.843772, -0.731401, -0.671942, -0.682821, -0.610582, -0.594337, -0.588947, -0.586803, -0.586721, -0.58639] | [-0.41598, -0.415817, -0.415733, -0.416039, -0.41396, -0.414737, -0.414325, -0.410155, -0.409565, -0.410377 … -0.409191, -0.417054, -0.415256, 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| 4 | [-0.57022, -0.562064, -0.565967, -0.562913, -0.567557, -0.566175, -0.566748, -0.561748, -0.55966, -0.556271 … -0.530846, -0.535016, -0.537207, -0.533389, -0.530497, -0.532508, -0.522586, -0.53489, -0.534332, -0.54071] | [-1.91196, -1.90369, -1.90527, -1.90405, -1.90318, -1.90619, -1.90959, -1.89934, -1.8948, -1.89346 … -1.87427, -1.87535, -1.88059, -1.8954, -1.89976, -1.89333, -1.90898, -1.91169, -1.92236, -1.92444] | [-0.753404, -0.748702, -0.747062, -0.7541, -0.751551, -0.749891, -0.75006, -0.748899, -0.745352, -0.74102 … -0.704626, -0.713649, -0.720423, -0.721149, -0.720037, -0.727544, -0.718666, -0.731909, -0.73111, -0.727761] | [0.459493, 0.464525, 0.461903, 0.455969, 0.460419, 0.465137, 0.445696, 0.458416, 0.4603, 0.46256 … 2.09097, 1.91878, 1.58165, 1.21182, 0.941954, 0.708641, 0.537249, 0.464884, 0.459635, 0.46293] | [-1.90089, -1.87507, -1.89495, -1.89809, -1.87756, -1.87972, -1.9182, -1.88876, -1.8717, -1.86988 … -0.790038, -1.22432, -1.5668, -1.69141, -1.78663, 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0.649733, 0.649856, 0.649283, 0.648741, 0.648643 … 1.01516, 0.984432, 0.897286, 0.753036, 0.734263, 0.709905, 0.688076, 0.677101, 0.672499, 0.670997] | [-0.813243, -0.80917, -0.80964, -0.809863, -0.809664, -0.809783, -0.810468, -0.806927, -0.804664, -0.803431 … -0.494216, -0.649442, -0.738311, -0.767161, -0.779648, -0.79588, -0.804043, -0.808157, -0.807685, -0.806301] | [-0.225309, -0.2226, -0.223176, -0.223575, -0.223943, -0.224318, -0.224698, -0.222372, -0.220804, -0.219781 … -0.021749, -0.073997, -0.096212, -0.036838, -0.041222, -0.053057, -0.067171, -0.079712, -0.085298, -0.091592] | [-0.663031, -0.657474, -0.658117, -0.659195, -0.659309, -0.659273, -0.659507, -0.655694, -0.652467, -0.651298 … -0.625432, -0.626711, -0.627869, -0.628305, -0.628268, -0.627018, -0.627613, -0.634834, -0.635252, -0.636305] | [-1.52106, -1.51391, -1.51476, -1.51499, -1.51559, -1.51519, -1.51598, -1.51005, -1.50601, -1.50363 … -1.48224, -1.49313, -1.5045, -1.51121, -1.5131, -1.5147, -1.51558, -1.52794, -1.52988, -1.52998] | [-0.595026, -0.590458, -0.591204, -0.59211, -0.592355, -0.592313, -0.592701, -0.589235, -0.586556, -0.585113 … -0.583064, -0.585172, -0.586654, -0.587076, -0.585616, -0.583494, -0.583018, -0.590322, -0.589831, -0.590836] | [0.576937, 0.576664, 0.57674, 0.576714, 0.576698, 0.57668, 0.576862, 0.576685, 0.576374, 0.575661 … 1.61755, 1.4813, 1.31988, 1.07235, 0.921044, 0.765212, 0.648104, 0.632684, 0.625628, 0.624771] | [-1.46613, -1.45959, -1.46032, -1.46104, -1.46192, -1.46215, -1.46295, -1.45749, -1.45382, -1.45279 … -0.655623, -0.952302, -1.21067, -1.27101, -1.35048, -1.41932, -1.51482, -1.52279, -1.52483, -1.52577] | [-0.592352, -0.588147, -0.58889, -0.589545, -0.590418, -0.59082, -0.591291, -0.587758, -0.585428, -0.584333 … -0.296939, -0.315036, -0.357661, -0.32881, -0.339583, -0.37037, -0.456107, -0.472878, -0.48336, -0.492715] | [-0.762753, -0.756689, -0.757619, -0.758712, -0.758489, -0.758179, -0.758189, -0.755839, -0.750725, -0.748625 … -0.718686, -0.721114, 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| 5 | [-0.624417, -0.626031, -0.625388, -0.62798, -0.624838, -0.623534, -0.626624, -0.626658, -0.622853, -0.622373 … -0.606563, -0.611505, -0.614609, -0.607108, -0.598554, -0.621197, -0.625199, -0.644386, -0.657226, -0.663721] | [-1.84287, -1.84026, -1.84688, -1.84182, -1.84628, -1.84354, -1.84273, -1.83752, -1.83289, -1.83472 … -1.68283, -1.72178, -1.77294, -1.80126, -1.81198, -1.87223, -1.89073, -1.89526, -1.9043, -1.91686] | [-0.789348, -0.786501, -0.768675, -0.779753, -0.775049, -0.77593, -0.770693, -0.771605, -0.773377, -0.76946 … -0.831481, -0.841451, -0.848442, -0.851784, -0.846179, -0.850705, -0.837824, -0.816053, -0.801157, -0.795484] | [0.58095, 0.57809, 0.579865, 0.577963, 0.576101, 0.576345, 0.575145, 0.579263, 0.579383, 0.579958 … 2.07734, 2.11504, 2.1128, 1.91689, 1.5704, 1.18571, 0.803449, 0.617248, 0.555628, 0.519571] | [-1.83512, -1.83411, -1.83304, -1.83161, -1.82641, -1.82692, -1.82371, -1.81809, -1.81299, -1.81521 … 0.210206, -0.240879, -0.761203, -1.25598, -1.64153, -1.92075, -2.01471, -1.99813, -1.98928, -2.0021] | [-0.748908, -0.753321, -0.749488, -0.758251, -0.764208, -0.764563, -0.768688, -0.772309, -0.774509, -0.774836 … 0.212435, 0.104328, -0.043032, -0.286689, -0.430668, -0.572304, -0.638792, -0.682752, -0.718812, -0.761999] | [-0.721257, -0.721294, -0.719161, -0.719243, -0.718411, -0.717649, -0.716156, -0.714637, -0.712826, -0.712577 … -0.678688, -0.686404, -0.69704, -0.705678, -0.710165, -0.739769, -0.74808, -0.748922, -0.750933, -0.751263] | [-0.790852, -0.790326, -0.789045, -0.790447, -0.790012, -0.790035, -0.789543, -0.787956, -0.786001, -0.784618 … -0.745369, -0.756492, -0.772133, -0.784162, -0.787958, -0.813462, -0.818431, -0.815953, -0.817259, -0.820213] | [-0.274092, -0.272085, -0.269619, -0.267241, -0.265786, -0.26396, -0.261926, -0.259674, -0.25862, -0.255943 … -0.32339, -0.327899, -0.327506, -0.322801, -0.315177, -0.320608, -0.305136, -0.294687, -0.28826, -0.287691] | [0.642538, 0.643593, 0.643934, 0.645093, 0.644807, 0.645679, 0.646006, 0.646757, 0.647127, 0.648625 … 1.05999, 1.00627, 0.981957, 0.912939, 0.806385, 0.751538, 0.710941, 0.691239, 0.680567, 0.679488] | [-0.825837, -0.824725, -0.82266, -0.822331, -0.82024, -0.817776, -0.815358, -0.813236, -0.811446, -0.811177 … -0.194873, -0.364992, -0.54507, -0.68964, -0.778858, -0.8365, -0.878078, -0.869302, -0.863687, -0.863533] | [-0.115708, -0.117495, -0.119632, -0.120358, -0.122703, -0.125421, -0.128004, -0.131727, -0.134482, -0.135724 … 0.091131, 0.08514, 0.0808, 0.054015, 0.021464, -0.0184, -0.066906, -0.077861, -0.089156, -0.104814] | [-0.686118, -0.686383, -0.685233, -0.685673, -0.685018, -0.684675, -0.683884, -0.683609, -0.682735, -0.683988 … -0.656419, -0.66348, -0.674135, -0.679713, -0.677505, -0.703427, -0.711108, -0.714177, -0.718214, -0.722231] | [-1.50329, -1.50439, -1.5025, -1.50421, -1.50311, -1.50175, -1.502, -1.49916, -1.49637, -1.4972 … -1.3454, -1.37387, -1.41066, -1.44009, -1.4579, -1.51045, -1.53029, -1.53092, -1.5358, -1.54215] | [-0.653895, -0.652039, -0.64879, -0.645816, -0.643805, -0.640466, -0.637912, -0.634901, -0.633694, -0.631697 … -0.663405, -0.673488, -0.682671, -0.687108, -0.687058, -0.703405, -0.691923, -0.679934, -0.667511, -0.666341] | [0.645185, 0.644834, 0.64395, 0.644381, 0.643439, 0.643388, 0.643005, 0.642736, 0.642524, 0.643608 … 1.6743, 1.61111, 1.59931, 1.51032, 1.22375, 1.03098, 0.805537, 0.714021, 0.672843, 0.65597] | [-1.43102, -1.43227, -1.4306, -1.43061, -1.42713, -1.42473, -1.42161, -1.41806, -1.41506, -1.41469 … 0.115263, -0.288241, -0.643958, -1.02367, -1.2604, -1.50584, -1.53875, -1.53162, -1.52179, -1.55093] | [-0.507474, -0.509717, -0.511567, -0.512366, -0.513967, -0.516322, -0.518612, -0.522223, -0.524854, -0.527527 … 0.086961, 0.027198, -0.056211, -0.153635, -0.236847, -0.329489, -0.398284, -0.435962, -0.457597, -0.503903] | [-0.799463, -0.799479, -0.798479, -0.797042, -0.797412, -0.795981, -0.793844, -0.792052, -0.791091, -0.79514 … -0.760763, -0.768121, -0.776922, -0.777486, -0.768094, -0.79423, -0.80837, -0.820949, -0.833018, -0.839627] | [-1.6805, -1.67473, -1.67843, -1.67797, -1.6826, -1.6791, -1.67877, -1.6742, -1.67298, -1.67169 … -1.53132, -1.57086, -1.61161, -1.65843, -1.65451, -1.71011, -1.73405, -1.72422, -1.73994, -1.7469] | [-0.711967, -0.705133, -0.70523, -0.698617, -0.69745, -0.698296, -0.699357, -0.696532, -0.694732, -0.687943 … -0.746273, -0.763129, -0.758873, -0.747687, -0.729663, -0.75069, -0.752235, -0.731523, -0.723056, -0.729512] | [0.713542, 0.720248, 0.709305, 0.713411, 0.711125, 0.707756, 0.617595, 0.715784, 0.622587, 0.710699 … 1.97613, 2.02152, 1.805, 1.70829, 1.38175, 1.08315, 0.615619, 0.523479, 0.467222, 0.451596] | [-1.60626, -1.6145, -1.56773, -1.60794, -1.57844, -1.59695, -1.64186, -1.71244, -1.62813, -1.57897 … 0.094741, -0.343675, -0.744788, -1.2175, -1.55045, -1.79876, -1.78872, -1.75784, -1.72005, -1.70886] | [-0.713529, -0.690315, -0.704067, -0.716991, -0.709515, -0.728595, -0.838395, -0.717539, -0.840435, -0.739318 … 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| 6 | [-0.502501, -0.502525, -0.499415, -0.501144, -0.502677, -0.501937, -0.500699, -0.501717, -0.501963, -0.504734 … -0.43365, -0.436541, -0.447761, -0.456823, -0.460775, -0.467277, -0.464943, -0.469757, -0.468361, -0.469486] | [-2.17556, -2.15613, -2.18516, -2.19291, -2.15844, -2.14539, -2.17194, -2.14695, -2.13512, -2.12584 … -2.05511, -2.07088, -2.07849, -2.09125, -2.10468, -2.12407, -2.13097, -2.16563, -2.1762, -2.19243] | [-1.09413, -1.07683, -1.09008, -1.09044, -1.07624, -1.06987, -1.07743, -1.07267, -1.0659, -1.0586 … -0.994042, -1.00038, -1.00443, -1.00719, -1.01067, -1.02072, -1.02934, -1.0372, -1.04505, -1.04952] | [0.631689, 0.624567, 0.638725, 0.640064, 0.617619, 0.609287, 0.623102, 0.614398, 0.60629, 0.591307 … 1.1434, 0.936468, 0.81356, 0.748232, 0.70633, 0.715475, 0.701832, 0.708491, 0.711467, 0.724143] | [-2.39645, -2.35991, -2.39196, -2.35874, -2.39011, -2.38913, -2.4044, -2.3628, -2.33339, -2.39623 … -2.29177, -2.33778, -2.32335, -2.31428, -2.39301, -2.30433, 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0.553286, 0.542907 … 0.647997, 0.593796, 0.581056, 0.581364, 0.590685, 0.593127, 0.5926, 0.598499, 0.598018, 0.60069] | [-0.906162, -0.894267, -0.908951, -0.913942, -0.895052, -0.886963, -0.900472, -0.888027, -0.880833, -0.914415 … -1.02082, -0.854974, -0.79618, -0.78602, -0.924815, -0.895647, -0.91543, -0.966535, -0.973363, -0.983101] | [0.34011, 0.342967, 0.344501, 0.344441, 0.343283, 0.343029, 0.346125, 0.345246, 0.345001, 0.33546 … 0.326898, 0.34386, 0.32939, 0.336646, 0.374073, 0.36817, 0.366886, 0.359266, 0.355865, 0.356275] | [-0.623717, -0.621619, -0.620563, -0.618673, -0.616705, -0.615594, -0.615574, -0.614548, -0.614, -0.613028 … -0.566891, -0.574651, -0.578364, -0.582034, -0.587094, -0.590839, -0.593702, -0.599663, -0.600408, -0.602111] | [-1.62424, -1.60718, -1.63099, -1.63749, -1.6112, -1.60095, -1.6218, -1.60313, -1.59313, -1.58526 … -1.53304, -1.54232, -1.55029, -1.55797, -1.567, -1.58458, -1.5891, -1.61566, -1.62283, -1.63318] | [-0.878306, -0.866885, -0.877614, -0.880086, -0.866467, -0.860974, -0.870129, -0.859614, -0.85432, -0.848706 … -0.797442, -0.801473, -0.803164, -0.805384, -0.808273, -0.813691, -0.815832, -0.821227, -0.823137, -0.826369] | [0.598001, 0.589416, 0.601093, 0.604455, 0.588101, 0.580465, 0.591984, 0.58121, 0.576796, 0.576353 … 0.938859, 0.823872, 0.734532, 0.681891, 0.659769, 0.667945, 0.661288, 0.669805, 0.674225, 0.67086] | [-1.83376, -1.81023, -1.8325, -1.78923, -1.83949, -1.83191, -1.84051, -1.80755, -1.78903, -1.8455 … -1.79055, -1.78621, -1.75202, -1.74225, -1.8573, -1.76103, -1.88984, -1.95441, -1.9594, -1.94971] | [0.014481, 0.02238, 0.023322, 0.046532, 0.007357, 0.004369, 0.016063, 0.026996, 0.03491, 0.006124 … 0.329407, 0.327188, 0.27643, 0.227457, 0.275273, 0.269806, 0.147069, 0.137763, 0.136965, 0.127444] | [-0.708392, -0.700253, -0.670021, -0.682485, -0.695575, -0.699396, -0.701742, -0.70137, -0.698869, -0.695197 … -0.626949, -0.636966, -0.642541, -0.650695, -0.658899, -0.665234, -0.658522, -0.673658, -0.677447, -0.665881] | [-1.95764, -1.90431, -1.99821, -1.99782, -1.90976, -1.92507, -1.94783, -1.93279, -1.92433, -1.90139 … -1.86187, -1.85312, -1.86638, -1.87889, -1.89032, -1.90998, -1.93031, -1.95834, -1.96013, -1.98594] | [-0.94615, -0.932203, -1.07034, -1.06017, -0.945578, -0.934687, -0.935776, -0.924243, -0.935048, -0.923526 … -0.893555, -0.850949, -0.872156, -0.87584, -0.886903, -0.895236, -0.919105, -0.893426, -0.90474, -0.945745] | [0.606629, 0.605042, 0.614479, 0.620376, 0.598033, 0.593677, 0.602868, 0.592324, 0.60134, 0.673521 … 0.968824, 0.767878, 0.771442, 0.726781, 0.755028, 0.757071, 0.747096, 0.752107, 0.751245, 0.78681] | [-2.38026, -2.20668, -2.39126, -2.38611, -2.36581, -2.28104, -2.37001, -2.30704, -2.19698, -2.17505 … -2.04349, -2.051, -2.23079, -2.3017, -2.19332, -2.25815, -2.19296, -2.27801, -2.29145, -2.29219] | [-0.139224, -0.120865, -0.126402, -0.119977, -0.139997, -0.133644, -0.136798, -0.146171, -0.133332, -0.162875 … 0.401821, 0.39617, 0.317187, 0.216014, 0.122869, 0.087464, 0.06641, 0.075183, 0.068797, 0.052185] |
| 7 | [-0.488461, -0.489463, -0.487539, -0.495673, -0.498767, -0.492156, -0.492845, -0.484968, -0.482085, -0.480355 … -0.493495, -0.492836, -0.49895, -0.503093, -0.509026, -0.513016, -0.515636, -0.523701, -0.519121, -0.512226] | [-2.17242, -2.18203, -2.18057, -2.18011, -2.16312, -2.16706, -2.1655, -2.16417, -2.16289, -2.16507 … -2.20638, -2.24703, -2.26315, -2.27173, -2.2962, -2.3206, -2.28483, -2.26507, -2.30022, -2.30896] | [-0.968068, -0.970886, -0.972168, -0.964309, -0.968031, -0.964959, -0.965357, -0.96689, -0.961591, -0.971308 … -0.946976, -0.954752, -0.957002, -0.954402, -0.956824, -0.959061, -0.951237, -0.939096, -0.95456, -0.970996] | [0.56396, 0.595508, 0.563289, 0.562872, 0.569912, 0.59887, 0.597455, 0.59935, 0.588259, 0.616466 … 1.90101, 1.68372, 1.45597, 1.22308, 1.03946, 0.896663, 0.789375, 0.750815, 0.748015, 0.753018] | [-2.39541, -2.32961, -2.40599, -2.4037, -2.38496, -2.30025, -2.29899, -2.29647, -2.34951, -2.34849 … -1.68622, -2.01573, -2.27071, -2.44548, -2.54653, -2.61704, -2.58102, -2.42942, -2.45797, -2.3098] | [-0.189166, -0.156892, -0.183036, -0.188968, -0.182562, -0.155315, -0.159691, -0.162753, -0.167263, -0.126656 … 0.428323, 0.353664, 0.283833, 0.227649, 0.192813, 0.144374, 0.100455, 0.056708, 0.020836, -0.010608] | [-0.717337, -0.718521, -0.718387, -0.717868, -0.715927, -0.714874, -0.713646, -0.713256, -0.713262, -0.712496 … -0.692475, -0.698613, -0.704325, -0.705819, -0.712893, -0.722287, -0.724679, -0.727074, -0.732612, -0.735439] | [-0.821163, -0.82858, -0.829189, -0.829855, -0.828083, -0.825798, -0.827594, -0.827907, -0.826156, -0.831122 … -0.868149, -0.883247, -0.889978, -0.892702, -0.899605, -0.905624, -0.880767, -0.867635, -0.881328, -0.884686] | [-0.416132, -0.42111, -0.422303, -0.423026, -0.424862, -0.425202, -0.426762, -0.42678, -0.426104, -0.429113 … -0.384843, -0.381904, -0.383253, -0.38081, -0.377573, -0.375907, -0.367665, -0.364731, -0.367266, -0.368884] | [0.580807, 0.5847, 0.587644, 0.590262, 0.579985, 0.570361, 0.563804, 0.562097, 0.559172, 0.560775 … 0.781482, 0.778395, 0.769641, 0.734304, 0.696704, 0.689087, 0.680715, 0.639283, 0.6475, 0.648802] | [-0.921634, -0.899304, -0.895754, -0.89867, -0.878493, -0.857404, -0.84756, -0.84057, -0.826128, -0.8263 … -0.884043, -0.913661, -0.981011, -1.00649, -1.03704, -1.049, -1.0534, -0.815459, -0.829896, -0.838366] | [0.288792, 0.302073, 0.314945, 0.326073, 0.321013, 0.312944, 0.300147, 0.296722, 0.294157, 0.292207 … 0.418826, 0.408739, 0.364292, 0.320271, 0.282317, 0.303258, 0.316639, 0.321114, 0.323725, 0.323028] | [-0.617672, -0.617667, -0.617443, -0.61696, -0.615638, -0.61531, -0.614179, -0.613948, -0.614006, -0.613074 … -0.613673, -0.621832, -0.629937, -0.633034, -0.640569, -0.649759, -0.653214, -0.656018, -0.660451, -0.661973] | [-1.61999, -1.62564, -1.62476, -1.62418, -1.61878, -1.61398, -1.61376, -1.61268, -1.61059, -1.61644 … -1.65516, -1.68504, -1.70127, -1.70848, -1.72885, -1.74775, -1.71752, -1.70345, -1.72801, -1.7368] | [-0.801776, 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0.111965, 0.066244, -0.034111, -0.073964, -0.104841, -0.123603, -0.138566, -0.105348] |
| 8 | [-0.468105, -0.410602, -0.473909, -0.475146, -0.465564, -0.459415, -0.408703, -0.407192, -0.406746, -0.471503 … -0.403425, -0.38908, -0.388014, -0.376936, -0.386189, -0.383457, -0.379303, -0.379167, -0.35105, -0.37192] | [-1.86535, -1.89011, -1.87105, -1.87014, -1.86305, -1.86513, -1.88585, -1.88192, -1.88197, -1.86255 … -1.70318, -1.71049, -1.71516, -1.72376, -1.72854, -1.75506, -1.78602, -1.83142, -1.82577, -1.85042] | [-0.697004, -0.708269, -0.681783, -0.685562, -0.700491, -0.698824, -0.712602, -0.714313, -0.709702, -0.683408 … -0.694703, -0.696871, -0.685235, -0.698665, -0.689877, -0.695257, -0.711887, -0.716584, -0.716449, -0.711233] | [0.51303, 0.535447, 0.526609, 0.529012, 0.516169, 0.514988, 0.515586, 0.504798, 0.504606, 0.531836 … 1.64002, 1.79941, 1.99117, 2.07635, 2.11726, 2.06097, 1.95247, 1.74608, 1.46703, 1.22156] | [-1.89671, -1.86846, -1.87776, -1.86998, -1.90863, -1.90658, -1.89158, -1.91002, -1.9078, -1.88441 … 0.980896, 0.775941, 0.411292, 0.105297, -0.240116, 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| 9 | [-0.568195, -0.572936, -0.571337, -0.577742, -0.562071, -0.563401, -0.56426, -0.56251, -0.567891, -0.568983 … -0.572375, -0.573012, -0.570897, -0.571727, -0.572124, -0.56665, -0.568694, -0.576087, -0.577822, -0.576184] | [-1.79059, -1.78162, -1.78303, -1.77291, -1.79029, -1.79301, -1.7906, -1.79415, -1.78852, -1.78192 … -1.71373, -1.712, -1.71488, -1.71719, -1.724, -1.73081, -1.73278, -1.74117, -1.74922, -1.7542] | [-0.629271, -0.631997, -0.629313, -0.636701, -0.635508, -0.634023, -0.639724, -0.637628, -0.638034, -0.642679 … -0.59198, -0.595464, -0.590844, -0.597421, -0.599602, -0.605654, -0.595905, -0.590594, -0.592675, -0.593041] | [0.574572, 0.572953, 0.58065, 0.576566, 0.576827, 0.576204, 0.578404, 0.575839, 0.571202, 0.578351 … 1.11163, 1.28867, 1.47037, 1.62137, 1.73751, 1.76605, 1.68489, 1.51916, 1.30435, 1.10295] | [-1.82092, -1.82256, -1.8185, -1.81975, -1.81878, -1.81891, -1.81806, -1.82086, -1.82313, -1.8185 … 1.05829, 0.920416, 0.710814, 0.407749, 0.04714, -0.35929, 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0.597508, 0.597076, 0.597235, 0.597402 … 1.19857, 1.18732, 1.16155, 1.13921, 1.08376, 1.00136, 0.94438, 0.903585, 0.830219, 0.756771] | [-0.771659, -0.770803, -0.771615, -0.773466, -0.773692, -0.774117, -0.77473, -0.773385, -0.773845, -0.77406 … -0.055628, -0.106821, -0.185924, -0.29192, -0.388135, -0.497392, -0.564081, -0.617562, -0.654848, -0.683262] | [-0.064676, -0.064124, -0.064053, -0.065365, -0.065471, -0.065354, -0.065808, -0.065214, -0.065178, -0.065011 … -0.045966, -0.044993, -0.048526, -0.056233, -0.063028, -0.067084, -0.088196, -0.100879, -0.087138, -0.075463] | [-0.653864, -0.65296, -0.653487, -0.652142, -0.652899, -0.653, -0.652972, -0.663822, -0.664058, -0.662306 … -0.661645, -0.660258, -0.658701, -0.658966, -0.659375, -0.661106, -0.662909, -0.669536, -0.672371, -0.671501] | [-1.30981, -1.29854, -1.30563, -1.29637, -1.31705, -1.32326, -1.40247, -1.34848, -1.34002, -1.3233 … -1.2681, -1.26739, -1.26551, -1.26853, -1.27375, -1.27604, -1.27547, -1.2794, -1.28839, -1.29571] | [-0.418542, -0.416848, -0.421834, -0.421564, -0.428754, -0.431351, -0.458687, -0.416176, -0.417619, -0.416902 … -0.369935, -0.373935, -0.378869, -0.382541, -0.386135, -0.385025, -0.381155, -0.373388, -0.376761, -0.378554] | [0.654171, 0.654666, 0.653975, 0.654788, 0.655236, 0.654609, 0.655692, 0.655668, 0.655904, 0.657291 … 1.1577, 1.25369, 1.36535, 1.46069, 1.49343, 1.44129, 1.38468, 1.28705, 1.14089, 1.01511] | [-1.3864, -1.38448, -1.38935, -1.38643, -1.3848, -1.39001, -1.38487, -1.38392, -1.38391, -1.36581 … 0.598194, 0.475404, 0.368711, 0.142933, -0.125974, -0.425358, -0.675041, -0.918049, -1.06315, -1.16705] | [-0.411204, -0.409255, -0.413094, -0.410964, -0.409924, -0.414826, -0.410455, -0.41, -0.40973, -0.398458 … -0.216072, -0.290416, -0.406845, -0.499329, -0.549548, -0.517897, -0.533802, -0.515677, -0.475208, -0.41341] | [-0.712313, -0.713136, -0.715106, -0.714533, -0.713869, -0.71628, -0.711063, -0.713622, -0.713853, -0.714165 … -0.707271, -0.709204, -0.704835, -0.706543, 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| 10 | [-0.517579, -0.515374, -0.517325, -0.516505, -0.514786, -0.513077, -0.518725, -0.520816, -0.519732, -0.521663 … -0.470503, -0.478416, -0.476322, -0.483407, -0.494542, -0.497023, -0.503007, -0.511892, -0.516592, -0.506665] | [-1.73887, -1.74072, -1.7397, -1.73405, -1.73453, -1.73561, -1.7393, -1.71604, -1.72597, -1.73219 … -1.72644, -1.73147, -1.73613, -1.75607, -1.76061, -1.78371, -1.80105, -1.82082, -1.83392, -1.84493] | [-0.693497, -0.691899, -0.687666, -0.692099, -0.686091, -0.6872, -0.693279, -0.690005, -0.68333, -0.693432 … -0.746989, -0.737197, -0.732215, -0.722234, -0.737401, -0.737225, -0.742772, -0.742642, -0.749105, -0.749828] | [0.514507, 0.526694, 0.549404, 0.506781, 0.550714, 0.548035, 0.542946, 0.536573, 0.54797, 0.515168 … 2.05311, 2.01937, 2.0615, 2.14439, 2.14045, 2.15822, 2.0852, 1.93771, 1.70293, 1.46727] | [-1.83433, -1.81353, -1.76559, -1.82393, -1.76616, -1.76641, -1.7819, -1.79043, -1.76682, -1.8396 … 0.671155, 0.405484, 0.170111, -0.095538, -0.391807, 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0.633118, 0.629854, 0.630481, 0.633683, 0.633359 … 1.04848, 1.0587, 1.05596, 1.05812, 1.04114, 1.03625, 1.01872, 0.968428, 0.896577, 0.859954] | [-0.82386, -0.825484, -0.825038, -0.822644, -0.822572, -0.822553, -0.825758, -0.826222, -0.822726, -0.827718 … 0.038207, -0.009416, -0.060185, -0.142559, -0.239854, -0.334058, -0.426344, -0.525023, -0.572319, -0.674425] | [-0.260892, -0.258874, -0.258334, -0.259801, -0.254699, -0.252735, -0.262828, -0.261939, -0.255081, -0.263425 … -0.05265, -0.059824, -0.072737, -0.079179, -0.093094, -0.110825, -0.12258, -0.133828, -0.131319, -0.134456] | [-0.556634, -0.556268, -0.556341, -0.555154, -0.553972, -0.554112, -0.556898, -0.55665, -0.553753, -0.555964 … -0.503539, -0.508521, -0.515318, -0.520326, -0.526134, -0.539673, -0.545959, -0.550736, -0.552552, -0.555774] | [-1.31919, -1.32078, -1.31906, -1.31523, -1.31574, -1.31599, -1.31935, -1.29901, -1.30168, -1.31037 … -1.36001, -1.36638, -1.37164, -1.38134, -1.38923, -1.40733, -1.42353, -1.44253, 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| 11 | [-0.631494, -0.629032, -0.630474, -0.628314, -0.625873, -0.620084, -0.622708, -0.615488, -0.604842, -0.609029 … -0.614349, -0.623253, -0.624818, -0.61368, -0.615468, -0.620129, -0.619546, -0.617533, -0.623453, -0.620921] | [-1.98071, -1.98581, -1.98407, -1.98487, -1.98305, -1.98431, -1.98929, -1.98398, -2.00128, -1.99469 … -1.96031, -1.97189, -1.97785, -1.98624, -1.98397, -1.97893, -1.97566, -1.97111, -1.96347, -1.97802] | [-0.747038, -0.74841, -0.747703, -0.75014, -0.754128, -0.759453, -0.75647, -0.766852, -0.762574, -0.767539 … -0.729413, -0.732674, -0.739823, -0.731681, -0.733116, -0.739864, -0.741084, -0.742643, -0.748294, -0.737384] | [0.856043, 0.857518, 0.851185, 0.859634, 0.858619, 0.854354, 0.905673, 1.16508, 1.42501, 1.71238 … 1.209, 1.07754, 0.957434, 0.851525, 0.757334, 0.744572, 0.701962, 0.779988, 0.778182, 0.778619] | [-2.03258, -2.0345, -2.03402, -2.03329, -2.03401, -2.034, -2.02314, -1.8548, -1.60643, -0.912175 … -1.78783, -1.91655, -2.02219, -2.06767, -2.06231, 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0.727205, 0.738611, 0.758707, 0.900328 … 0.785996, 0.772858, 0.757542, 0.743628, 0.734536, 0.728533, 0.724554, 0.719768, 0.718449, 0.716682] | [-0.828962, -0.83091, -0.829172, -0.8287, -0.828322, -0.829223, -0.830987, -0.847617, -0.846545, -0.783319 … -0.835419, -0.854226, -0.849814, -0.842781, -0.839271, -0.834096, -0.828921, -0.823677, -0.822886, -0.823085] | [-0.325631, -0.325677, -0.324932, -0.32444, -0.323668, -0.324307, -0.326291, -0.329856, -0.319725, -0.339621 … -0.331317, -0.329708, -0.321158, -0.31687, -0.314135, -0.311866, -0.310684, -0.309965, -0.309669, -0.309376] | [-0.626756, -0.624327, -0.621546, -0.638282, -0.614366, -0.604964, -0.607273, -0.598218, -0.594007, -0.620298 … -0.610629, -0.604879, -0.600498, -0.582862, -0.576999, -0.587579, -0.591739, -0.589682, -0.585377, -0.584165] | [-1.58716, -1.5895, -1.57842, -1.55838, -1.56412, -1.55875, -1.5819, -1.55718, -1.5552, -1.55458 … -1.51592, -1.52388, -1.5293, -1.52381, -1.52595, -1.54606, -1.54859, -1.53755, -1.5328, 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| 12 | [-0.628575, -0.621757, -0.631781, -0.634901, -0.628957, -0.637745, -0.635805, -0.629445, -0.632091, -0.635745 … -0.591855, -0.582347, -0.588977, -0.598174, -0.599671, -0.619432, -0.621313, -0.628482, -0.633884, -0.627249] | [-1.64959, -1.65482, -1.6445, -1.65008, -1.65215, -1.64652, -1.64085, -1.65269, -1.64934, -1.64933 … -1.65049, -1.66718, -1.6695, -1.67345, -1.67695, -1.6821, -1.68837, -1.69011, -1.68936, -1.69211] | [-0.826129, -0.820825, -0.825739, -0.822362, -0.825972, -0.82397, -0.82843, -0.827873, -0.833039, -0.834004 … -0.850629, -0.836348, -0.83736, -0.830908, -0.825183, -0.81275, -0.804439, -0.805276, -0.816357, -0.813985] | [0.63093, 0.630534, 0.619773, 0.626157, 0.621542, 0.621468, 0.613933, 0.637572, 0.767764, 1.01477 … 1.33375, 1.03323, 0.808823, 0.693519, 0.658938, 0.589302, 0.627916, 0.67699, 0.70274, 0.72096] | [-1.73747, -1.73717, -1.7373, -1.73898, -1.7427, -1.74377, -1.73731, -1.74702, -1.75181, -1.73828 … -1.70125, -1.79771, -1.87956, -1.89704, -1.86995, 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0.616088, 0.614921, 0.617698, 0.643489 … 0.74063, 0.699809, 0.664201, 0.649526, 0.63813, 0.631958, 0.628127, 0.629556, 0.63562, 0.641011] | [-0.721294, -0.721245, -0.721223, -0.721171, -0.721303, -0.721266, -0.720617, -0.717832, -0.71913, -0.714556 … -0.644355, -0.700565, -0.737224, -0.749253, -0.759797, -0.766199, -0.766258, -0.762656, -0.75933, -0.756043] | [-0.050874, -0.05098, -0.05145, -0.052325, -0.052514, -0.052419, -0.051075, -0.047298, -0.042152, -0.025417 … 0.121559, 0.096769, 0.074354, 0.065482, 0.054086, 0.047964, 0.046051, 0.044434, 0.039246, 0.03579] | [-0.699624, -0.699291, -0.699352, -0.699649, -0.699672, -0.700038, -0.700008, -0.699859, -0.699212, -0.701173 … -0.682196, -0.680291, -0.681396, -0.683882, -0.68707, -0.691703, -0.697983, -0.701856, -0.705944, -0.706448] | [-1.33047, -1.3297, -1.33002, -1.33139, -1.33194, -1.33298, -1.33329, -1.3317, -1.33384, -1.32885 … -1.32395, -1.32697, -1.33631, -1.34271, -1.34121, -1.34236, -1.34359, -1.34234, -1.34285, -1.34154] | [-0.652554, -0.652516, -0.652444, -0.652685, -0.653039, -0.653484, -0.654193, -0.654659, -0.656485, -0.655984 … -0.69205, -0.674761, -0.666746, -0.658387, -0.653966, -0.653155, -0.647868, -0.64552, -0.648534, -0.645885] | [0.68236, 0.681999, 0.681474, 0.680667, 0.680439, 0.680281, 0.680464, 0.683278, 0.720721, 0.875394 … 1.04826, 0.916295, 0.827971, 0.762494, 0.713595, 0.704644, 0.701522, 0.719719, 0.723329, 0.730754] | [-1.28611, -1.28545, -1.28506, -1.28537, -1.28511, -1.28376, -1.28132, -1.27747, -1.27114, -1.24431 … -1.18157, -1.25702, -1.34904, -1.32613, -1.5031, -1.50157, -1.49801, -1.3223, -1.3243, -1.32649] | [-0.456633, -0.455892, -0.455076, -0.45604, -0.456103, -0.455128, -0.452966, -0.445582, -0.421971, -0.372545 … -0.118358, -0.165466, -0.216916, -0.21745, -0.320945, -0.328523, -0.338229, -0.277142, -0.285506, -0.294227] | [-0.644732, -0.635278, -0.651026, -0.627764, -0.635563, -0.657085, -0.627661, -0.642135, -0.665818, -0.653196 … -0.611792, -0.597, -0.61298, -0.599949, -0.605394, -0.620099, -0.623236, -0.632118, -0.638338, -0.634771] | [-1.40493, -1.44422, -1.39216, -1.4396, -1.42284, -1.39366, -1.43605, -1.4102, -1.3845, -1.39953 … -1.40182, -1.42889, -1.43474, -1.44673, -1.46938, -1.47292, -1.47671, -1.46583, -1.45772, -1.45237] | [-0.857436, -0.875821, -0.848425, -0.865607, -0.860145, -0.855059, -0.867785, -0.860576, -0.85861, -0.863775 … -0.868495, -0.869626, -0.87413, -0.856963, -0.868185, -0.860373, -0.847284, -0.855348, -0.856421, -0.849602] | [0.463388, 0.464299, 0.466125, 0.463966, 0.463838, 0.465278, 0.459916, 0.466955, 0.761172, 0.968676 … 1.21023, 0.999001, 0.851481, 0.750785, 0.734833, 0.688056, 0.735098, 0.755082, 0.786535, 0.793123] | [-1.52438, -1.5208, -1.58106, -1.52351, -1.53652, -1.52636, -1.50854, -1.51831, -1.66233, -1.55388 … -1.46614, -1.57936, -1.62496, -1.65546, -1.75179, -1.79774, -1.66909, -1.63388, -1.53167, -1.61129] | [-0.540128, -0.537885, -0.574433, -0.541705, -0.550021, -0.538729, -0.537087, -0.539237, -0.621171, -0.558534 … -0.449584, -0.539985, -0.507117, -0.486395, -0.48486, -0.463241, -0.499307, -0.495064, -0.483206, -0.538299] |
| 13 | [-0.635968, -0.613303, -0.636138, -0.635273, -0.636906, -0.633466, -0.633318, -0.628543, -0.627045, -0.624422 … -0.61882, -0.614184, -0.626042, -0.633471, -0.634397, -0.639003, -0.645128, -0.654244, -0.651518, -0.649729] | [-1.96703, -1.98867, -1.96746, -1.9631, -1.96258, -1.96333, -1.96385, -1.9627, -1.96265, -1.96134 … -1.84131, -1.85966, -1.85407, -1.83433, -1.84256, -1.83536, -1.82502, -1.82088, -1.82251, -1.80934] | [-0.661007, -0.672837, -0.656478, -0.658991, -0.65884, -0.659275, -0.655378, -0.658712, -0.654345, -0.651957 … -0.577366, -0.578097, -0.565833, -0.580407, -0.577185, -0.581951, -0.598315, -0.612136, -0.617067, -0.631079] | [0.630916, 0.629885, 0.629919, 0.630639, 0.629542, 0.63015, 0.630143, 0.630747, 0.630963, 0.629108 … 2.06203, 2.03448, 1.9007, 1.64908, 1.37607, 1.14622, 0.918773, 0.727559, 0.594801, 0.538287] | [-2.01777, -2.01644, -2.01636, -2.01498, -2.01403, -2.01435, -2.01093, -2.01459, -2.01451, -2.01158 … -0.037665, -0.489951, -0.950234, -1.36542, -1.63791, -1.74946, -1.86018, -1.92242, -1.96731, -1.97118] | [-0.713973, -0.720726, -0.720042, -0.715272, -0.72197, -0.720044, -0.719547, -0.715168, -0.712008, -0.717159 … -0.679075, -0.752105, -0.784518, -0.804115, -0.727146, -0.627818, -0.604224, -0.602402, -0.59308, -0.614281] | [-0.644061, -0.644136, -0.644363, -0.643813, -0.644119, -0.644015, -0.643884, -0.644033, -0.643906, -0.643655 … -0.663783, -0.663399, -0.660687, -0.657668, -0.65437, -0.652216, -0.649626, -0.648551, -0.647526, -0.647045] | [-0.738502, -0.738292, -0.738263, -0.736681, -0.737227, -0.737446, -0.737295, -0.736822, -0.736033, -0.735708 … -0.69436, -0.70175, -0.703412, -0.703319, -0.704843, -0.703591, -0.701649, -0.70139, -0.700038, -0.699383] | [-0.042522, -0.042468, -0.042333, -0.042115, -0.041538, -0.041072, -0.040272, -0.039282, -0.038387, -0.038124 … -0.02991, -0.025488, -0.023424, -0.019319, -0.017988, -0.015952, -0.016381, -0.018882, -0.021549, -0.024284] | [0.651645, 0.6516, 0.650927, 0.650213, 0.650233, 0.650165, 0.649625, 0.649193, 0.648841, 0.64801 … 1.19476, 1.11343, 1.03558, 0.952018, 0.858439, 0.723582, 0.686845, 0.656529, 0.635791, 0.625017] | [-0.821111, -0.821171, -0.821008, -0.819275, -0.819441, -0.819367, -0.818974, -0.818674, -0.818124, -0.817351 … -0.424653, -0.557046, -0.65915, -0.727856, -0.786516, -0.736939, -0.760474, -0.788394, -0.792173, -0.791239] | [-0.138228, -0.137807, -0.137317, -0.136422, -0.135757, -0.135459, -0.135042, -0.134435, -0.133814, -0.133285 … -0.064112, -0.052319, -0.08487, -0.099866, -0.096489, -0.065601, -0.061811, -0.061112, -0.054135, -0.049805] | [-0.702061, -0.70199, -0.697148, -0.696416, -0.694535, -0.695987, -0.696438, -0.695952, -0.693339, -0.692501 … -0.712593, -0.714887, -0.699918, -0.695449, -0.697946, -0.700879, -0.703413, -0.708375, -0.709667, -0.708106] | [-1.52862, -1.52791, -1.52897, -1.52654, -1.5295, -1.52847, -1.52764, -1.52626, -1.52596, -1.52621 … -1.38505, -1.40451, -1.43358, -1.36385, -1.37324, -1.36632, -1.36617, -1.36414, -1.36337, -1.35324] | [-0.477257, -0.478502, -0.476753, -0.476976, -0.472613, -0.474428, -0.474166, -0.474866, -0.472701, -0.469919 … -0.353185, -0.349599, -0.387648, -0.356961, -0.358855, -0.347177, -0.337067, -0.333958, -0.333411, -0.333614] | [0.686407, 0.686671, 0.686362, 0.686009, 0.686154, 0.686329, 0.685848, 0.685625, 0.685308, 0.684516 … 1.74277, 1.63819, 1.57301, 1.358, 1.17363, 1.00933, 0.880463, 0.771626, 0.670224, 0.639138] | [-1.54974, -1.55031, -1.5504, -1.54841, -1.54883, -1.54873, -1.54829, -1.548, -1.5474, -1.546 … -0.200294, -0.547083, -0.846917, -1.09421, -1.2554, -1.3139, -1.40484, -1.46723, -1.50596, -1.51322] | [-0.54107, -0.540926, -0.541079, -0.540144, -0.540028, -0.539632, -0.539067, -0.538845, -0.538669, -0.537952 … -0.39113, -0.371508, -0.43777, -0.395849, -0.36288, -0.325709, -0.337215, -0.343499, -0.36984, -0.378054] | [-0.508918, -0.507333, -0.509567, -0.503056, -0.506307, -0.508536, -0.505609, -0.507194, -0.503432, -0.504196 … -0.541826, -0.54183, -0.539875, -0.536909, -0.538399, -0.535357, -0.539499, -0.545194, -0.537956, -0.536749] | [-1.64605, -1.67586, -1.6575, -1.66589, -1.65767, -1.651, -1.65646, -1.64988, -1.66033, -1.65835 … -1.605, -1.59666, -1.59932, -1.5791, -1.5941, -1.58125, -1.57119, -1.56768, -1.56609, -1.5643] | [-0.685884, -0.69606, -0.689332, -0.697546, -0.694292, -0.688857, -0.692639, -0.689196, -0.695802, -0.693821 … -0.633546, -0.629203, -0.630256, -0.619935, -0.623943, -0.613628, -0.616475, -0.618756, -0.620639, -0.628551] | [0.491385, 0.4841, 0.489036, 0.487375, 0.487672, 0.487916, 0.50246, 0.489988, 0.480233, 0.489413 … 1.75507, 1.78544, 1.72981, 1.54594, 1.31774, 1.09063, 0.839979, 0.640522, 0.512755, 0.487745] | [-1.80712, -1.70706, -1.74548, -1.74114, -1.74171, -1.74167, -1.74692, -1.76845, -1.78653, -1.76576 … -0.035257, -0.414739, -0.82124, -1.17659, -1.4397, -1.5949, -1.6499, -1.71673, -1.6982, -1.70789] | [-0.726119, -0.716842, -0.721397, -0.721784, -0.721967, -0.722362, -0.710313, -0.723564, -0.734262, -0.723619 … -0.683457, -0.762191, -0.780941, -0.755629, -0.712728, -0.659759, -0.62259, -0.644251, -0.641625, -0.673631] |
| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
| 349 | [-0.616689, -0.614287, -0.616339, -0.611394, -0.615198, -0.652625, -0.758759, -0.926013, -1.16653, -1.45786 … -0.634068, -0.638292, -0.638414, -0.633326, -0.629956, -0.624907, -0.628131, -0.623601, -0.621252, -0.619131] | [-1.94958, -1.94994, -1.94992, -1.95348, -1.93972, -2.09082, -2.07774, -2.07786, -2.03293, -1.95337 … -2.01936, -2.01745, -2.01658, -2.01221, -2.01132, -2.00823, -1.99968, -1.99785, -1.99715, -1.99688] | [-0.755485, -0.760594, -0.755267, -0.755398, -0.751462, -0.75515, -0.740546, -0.726338, -0.712166, -0.657644 … -0.700128, -0.702082, -0.69888, -0.70226, -0.701131, -0.708299, -0.705904, -0.705396, -0.706151, -0.706053] | [0.664354, 0.657678, 0.663926, 0.653829, 0.672965, 0.729495, 0.949406, 1.34799, 1.67983, 1.83766 … 0.595432, 0.637802, 0.679586, 0.636176, 0.597256, 0.593704, 0.595663, 0.594957, 0.59227, 0.590825] | [-2.00496, -2.03505, -2.01516, -2.05454, -2.06293, -2.0968, -1.96131, -1.51774, -0.880203, -0.12666 … -2.20064, -1.99626, -1.91715, -1.99687, 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0.579864, 0.641647, 0.777616, 0.830986 … 0.551885, 0.547923, 0.549948, 0.552344, 0.554555, 0.557303, 0.559503, 0.56101, 0.562791, 0.564339] | [-0.778433, -0.778655, -0.778619, -0.778733, -0.779369, -0.780109, -0.779362, -0.766618, -0.717086, -0.682875 … -0.785922, -0.783846, -0.779921, -0.777165, -0.774594, -0.774036, -0.774061, -0.773732, -0.773823, -0.773722] | [-0.02143, -0.020536, -0.020128, -0.02009, -0.019628, -0.01872, -0.01719, -0.017495, -0.023465, -0.038239 … 0.010584, 0.02347, 0.024489, 0.023676, 0.021437, 0.020045, 0.019039, 0.017819, 0.017018, 0.016272] | [-0.628387, -0.62824, -0.627972, -0.62795, -0.628534, -0.629599, -0.634179, -0.643136, -0.690225, -0.722063 … -0.659737, -0.652085, -0.666734, -0.690343, -0.706105, -0.710851, -0.708535, -0.696575, -0.678107, -0.654597] | [-1.32808, -1.3284, -1.32776, -1.32786, -1.32877, -1.32952, -1.327, -1.31806, -1.27069, -1.24092 … -1.36105, -1.35757, -1.34966, -1.3408, -1.3366, -1.33417, -1.33318, -1.33293, -1.3339, -1.335] | [-0.596416, -0.595623, -0.595383, -0.595277, -0.595259, -0.595326, -0.59977, -0.612942, -0.646252, -0.662942 … -0.459595, -0.462904, -0.470229, -0.485661, -0.494149, -0.503453, -0.5141, -0.525152, -0.533987, -0.543757] | [0.596737, 0.596812, 0.59659, 0.596702, 0.600785, 0.649174, 0.739056, 0.887764, 1.1762, 1.26818 … 0.561642, 0.558598, 0.560472, 0.566841, 0.574092, 0.580397, 0.584519, 0.58644, 0.588266, 0.589908] | [-1.40353, -1.40435, -1.40359, -1.40375, -1.40652, -1.43477, -1.42129, -1.31078, -1.13539, -0.931755 … -1.4326, -1.41491, -1.41691, -1.41398, -1.41564, -1.41518, -1.41633, -1.41622, -1.41649, -1.41644] | [-0.288767, -0.288286, -0.287668, -0.287256, -0.285014, -0.279726, -0.260919, -0.248119, -0.303754, -0.336734 … -0.244798, -0.228921, -0.229544, -0.226317, -0.224749, -0.222938, -0.223814, -0.224805, -0.226123, -0.227229] | [-0.68502, -0.685204, -0.627984, -0.688225, -0.687581, -0.677684, -0.711667, -0.649013, -0.71614, -0.816832 … -0.693664, -0.725981, -0.756294, -0.732315, -0.803912, -0.796722, -0.76804, -0.551076, -0.523743, -0.546785] | [-1.4919, -1.49011, -1.53877, -1.48516, -1.4904, -1.53329, -1.39094, -1.56482, -1.53772, -1.3933 … -1.47424, -1.50293, -1.5229, -1.55835, -1.55701, -1.5713, -1.60818, -1.55696, -1.47954, -1.47578] | [-0.622853, -0.621667, -0.771939, -0.617503, -0.622762, -0.634211, -0.739624, -0.841439, -0.873699, -0.724369 … -0.438676, -0.476566, -0.503983, -0.70968, -0.535602, -0.552759, -0.56164, -0.60402, -0.62309, -0.74429] | [0.44287, 0.442447, 0.442904, 0.443035, 0.445075, 0.635029, 0.784021, 0.994775, 1.30717, 1.41446 … 0.560165, 0.587148, 0.516286, 0.606886, 0.581878, 0.547451, 0.546669, 0.548617, 0.542787, 0.532968] | [-1.59582, -1.55192, -1.55783, -1.61086, -1.5706, -1.8695, -1.64176, -1.65865, -1.3918, -1.11996 … -1.66752, -1.61219, -1.70301, -1.6115, -1.67477, -1.67718, -1.67334, -1.68026, -1.68111, -1.68382] | [-0.488496, -0.476734, -0.477444, -0.493527, -0.478055, -0.39622, -0.251282, -0.341591, -0.402661, -0.588205 … -0.367121, -0.342998, -0.262637, -0.307174, -0.282865, -0.239276, -0.240434, -0.248654, -0.251486, -0.253524] |
In [7]:
# Let's inspect an instance for each class.
plot(map(i->plot(collect(X[i,:]), labels=nothing,title=y[i]), 1:30:180)..., layout = (2, 3), size = (1500,400))
Out[7]:
In [36]:
# *All* instances, grouped by class
plot(map(i->plot(collect.(eachrow(X[i:(i+30),:])), labels=nothing,title=y[i]), 1:30:180)..., layout = (2, 3), size = (1500,400))
Out[36]:
In [9]:
# Randomly split the data: 20% training, 80% testing
N = nrow(X)
perm = randperm(Random.MersenneTwister(1), N)
train_idxs, test_idxs = perm[1:round(Int, N*.2)], perm[round(Int, N*.2)+1:end];
println("Using $(length(train_idxs)) instances for training")
println("Using $(length(test_idxs)) instances for testing")
Using 72 instances for training Using 288 instances for testing
In [10]:
DecisionTreeClassifier = @load DecisionTreeClassifier pkg=DecisionTree verbosity=0
# Instantiate the CART decision tree learning algorithm
model = DecisionTreeClassifier(;)
Out[10]:
DecisionTreeClassifier( max_depth = -1, min_samples_leaf = 1, min_samples_split = 2, min_purity_increase = 0.0, n_subfeatures = 0, post_prune = false, merge_purity_threshold = 1.0, display_depth = 5, feature_importance = :impurity, rng = Random._GLOBAL_RNG())
In [11]:
# Bind data to learning algorithm
dt_mach = machine(model, X, y)
# Training fails!
@time fit!(dt_mach; rows=train_idxs)
report(dt_mach).print_tree()
┌ Warning: The number and/or types of data arguments do not match what the specified model │ supports. Suppress this type check by specifying `scitype_check_level=0`. │ │ Run `@doc DecisionTree.DecisionTreeClassifier` to learn more about your model's requirements. │ │ Commonly, but non exclusively, supervised models are constructed using the syntax │ `machine(model, X, y)` or `machine(model, X, y, w)` while most other models are │ constructed with `machine(model, X)`. Here `X` are features, `y` a target, and `w` │ sample or class weights. │ │ In general, data in `machine(model, data...)` is expected to satisfy │ │ scitype(data) <: MLJ.fit_data_scitype(model) │ │ In the present case: │ │ scitype(data) = Tuple{Table{AbstractVector{AbstractVector{Continuous}}}, AbstractVector{Multiclass{6}}} │ │ fit_data_scitype(model) = Tuple{Table{<:Union{AbstractVector{<:Continuous}, AbstractVector{<:Count}, AbstractVector{<:OrderedFactor}}}, AbstractVector{<:Finite}} └ @ MLJBase ~/.julia/packages/MLJBase/ByFwA/src/machines.jl:230 [ Info: Training machine(DecisionTreeClassifier(max_depth = -1, …), …).
3.769835 seconds (7.21 M allocations: 448.771 MiB, 4.41% gc time, 99.63% compilation time)
MethodError: no method matching round(::Vector{Float64}; sigdigits::Int64)
Closest candidates are:
round(::Union{Float16, Float32, Float64}, ::RoundingMode{:ToZero}) got unsupported keyword argument "sigdigits"
@ Base float.jl:392
round(::Union{Float16, Float32, Float64}, ::RoundingMode{:Down}) got unsupported keyword argument "sigdigits"
@ Base float.jl:393
round(::Union{Float16, Float32, Float64}, ::RoundingMode{:Up}) got unsupported keyword argument "sigdigits"
@ Base float.jl:394
...
Stacktrace:
[1] #print_tree#109
@ ~/.julia/packages/DecisionTree/0Dw1P/src/DecisionTree.jl:238 [inlined]
[2] print_tree
@ ~/.julia/packages/DecisionTree/0Dw1P/src/DecisionTree.jl:231 [inlined]
[3] #print_tree#107
@ ~/.julia/packages/DecisionTree/0Dw1P/src/DecisionTree.jl:198 [inlined]
[4] print_tree(tree::DecisionTree.Root{Vector{Float64}, UInt32}, depth::Int64, indent::Int64; sigdigits::Int64, feature_names::Nothing)
@ DecisionTree ~/.julia/packages/DecisionTree/0Dw1P/src/DecisionTree.jl:201
[5] print_tree (repeats 2 times)
@ ~/.julia/packages/DecisionTree/0Dw1P/src/DecisionTree.jl:200 [inlined]
[6] (::MLJDecisionTreeInterface.TreePrinter{DecisionTree.Root{Vector{Float64}, UInt32}})()
@ MLJDecisionTreeInterface ~/.julia/packages/MLJDecisionTreeInterface/cIWGa/src/MLJDecisionTreeInterface.jl:20
[7] top-level scope
@ In[11]:7
In [29]:
# All instances have the same length
length.(X)
Out[29]:
360×24 DataFrame
335 rows omitted
| Row | X[Hand tip l] | Y[Hand tip l] | Z[Hand tip l] | X[Hand tip r] | Y[Hand tip r] | Z[Hand tip r] | X[Elbow l] | Y[Elbow l] | Z[Elbow l] | X[Elbow r] | Y[Elbow r] | Z[Elbow r] | X[Wrist l] | Y[Wrist l] | Z[Wrist l] | X[Wrist r] | Y[Wrist r] | Z[Wrist r] | X[Thumb l] | Y[Thumb l] | Z[Thumb l] | X[Thumb r] | Y[Thumb r] | Z[Thumb r] |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | Int64 | |
| 1 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 2 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 3 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 4 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 5 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 6 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 7 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 8 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 9 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 10 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 11 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 12 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 13 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
| 349 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 350 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 351 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 352 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 353 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 354 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 355 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 356 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 357 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 358 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 359 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
| 360 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 | 51 |
In [13]:
# Maybe let's unwind the temporal axis?
X_static = Matrix(X)
cols = []
for i_var in 1:size(X_static, 2)
var_unroll = hcat(X_static[:,i_var]...)
append!(cols, eachrow(var_unroll))
end
X_static = DataFrame(cols, ["$n[$i]" for n in names(X) for i in 1:51])
Out[13]:
360×1224 DataFrame
1124 columns and 335 rows omitted
| Row | X[Hand tip l][1] | X[Hand tip l][2] | X[Hand tip l][3] | X[Hand tip l][4] | X[Hand tip l][5] | X[Hand tip l][6] | X[Hand tip l][7] | X[Hand tip l][8] | X[Hand tip l][9] | X[Hand tip l][10] | X[Hand tip l][11] | X[Hand tip l][12] | X[Hand tip l][13] | X[Hand tip l][14] | X[Hand tip l][15] | X[Hand tip l][16] | X[Hand tip l][17] | X[Hand tip l][18] | X[Hand tip l][19] | X[Hand tip l][20] | X[Hand tip l][21] | X[Hand tip l][22] | X[Hand tip l][23] | X[Hand tip l][24] | X[Hand tip l][25] | X[Hand tip l][26] | X[Hand tip l][27] | X[Hand tip l][28] | X[Hand tip l][29] | X[Hand tip l][30] | X[Hand tip l][31] | X[Hand tip l][32] | X[Hand tip l][33] | X[Hand tip l][34] | X[Hand tip l][35] | X[Hand tip l][36] | X[Hand tip l][37] | X[Hand tip l][38] | X[Hand tip l][39] | X[Hand tip l][40] | X[Hand tip l][41] | X[Hand tip l][42] | X[Hand tip l][43] | X[Hand tip l][44] | X[Hand tip l][45] | X[Hand tip l][46] | X[Hand tip l][47] | X[Hand tip l][48] | X[Hand tip l][49] | X[Hand tip l][50] | X[Hand tip l][51] | Y[Hand tip l][1] | Y[Hand tip l][2] | Y[Hand tip l][3] | Y[Hand tip l][4] | Y[Hand tip l][5] | Y[Hand tip l][6] | Y[Hand tip l][7] | Y[Hand tip l][8] | Y[Hand tip l][9] | Y[Hand tip l][10] | Y[Hand tip l][11] | Y[Hand tip l][12] | Y[Hand tip l][13] | Y[Hand tip l][14] | Y[Hand tip l][15] | Y[Hand tip l][16] | Y[Hand tip l][17] | Y[Hand tip l][18] | Y[Hand tip l][19] | Y[Hand tip l][20] | Y[Hand tip l][21] | Y[Hand tip l][22] | Y[Hand tip l][23] | Y[Hand tip l][24] | Y[Hand tip l][25] | Y[Hand tip l][26] | Y[Hand tip l][27] | Y[Hand tip l][28] | Y[Hand tip l][29] | Y[Hand tip l][30] | Y[Hand tip l][31] | Y[Hand tip l][32] | Y[Hand tip l][33] | Y[Hand tip l][34] | Y[Hand tip l][35] | Y[Hand tip l][36] | Y[Hand tip l][37] | Y[Hand tip l][38] | Y[Hand tip l][39] | Y[Hand tip l][40] | Y[Hand tip l][41] | Y[Hand tip l][42] | Y[Hand tip l][43] | Y[Hand tip l][44] | Y[Hand tip l][45] | Y[Hand tip l][46] | Y[Hand tip l][47] | Y[Hand tip l][48] | Y[Hand tip l][49] | ⋯ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | ⋯ | |
| 1 | -0.519771 | -0.52758 | -0.531415 | -0.517159 | -0.510312 | -0.518154 | -0.50362 | -0.485176 | -0.466677 | -0.444535 | -0.418044 | -0.40474 | -0.385018 | -0.390231 | -0.404127 | -0.404504 | -0.396782 | -0.394138 | -0.391195 | -0.392239 | -0.387847 | -0.390914 | -0.393886 | -0.394437 | -0.405031 | -0.408212 | -0.41728 | -0.421702 | -0.4302 | -0.437506 | -0.433504 | -0.4404 | -0.432744 | -0.434042 | -0.43054 | -0.430884 | -0.435616 | -0.434472 | -0.437721 | -0.44004 | -0.451479 | -0.45501 | -0.458937 | -0.465048 | -0.471251 | -0.470015 | -0.464627 | -0.462666 | -0.460253 | -0.459572 | -0.456737 | -2.14011 | -2.18043 | -2.18425 | -2.16547 | -2.16635 | -2.18836 | -2.17162 | -2.15248 | -2.08072 | -2.00607 | -1.94306 | -1.89458 | -1.75311 | -1.71634 | -1.71711 | -1.71169 | -1.67899 | -1.68453 | -1.67496 | -1.68226 | -1.66084 | -1.67263 | -1.66904 | -1.6583 | -1.70486 | -1.80095 | -1.86541 | -1.9103 | -1.96975 | -1.99792 | -2.02311 | -2.04747 | -2.08966 | -2.12585 | -2.12886 | -2.14278 | -2.17134 | -2.13408 | -2.10762 | -2.12622 | -2.15136 | -2.17597 | -2.1638 | -2.17779 | -2.17766 | -2.17848 | -2.16689 | -2.15667 | -2.13474 | ⋯ |
| 2 | -0.489753 | -0.48607 | -0.484529 | -0.492771 | -0.492031 | -0.493076 | -0.491979 | -0.493256 | -0.493156 | -0.487527 | -0.485878 | -0.484801 | -0.487491 | -0.4825 | -0.482728 | -0.469225 | -0.470628 | -0.472998 | -0.477374 | -0.483627 | -0.488327 | -0.493028 | -0.480565 | -0.462454 | -0.460774 | -0.42662 | -0.399207 | -0.398888 | -0.393791 | -0.389281 | -0.38919 | -0.386394 | -0.380886 | -0.377221 | -0.359559 | -0.353775 | -0.35711 | -0.361347 | -0.362107 | -0.368043 | -0.377124 | -0.400825 | -0.414617 | -0.407231 | -0.397206 | -0.366296 | -0.354333 | -0.371938 | -0.386065 | -0.408146 | -0.415736 | -1.55293 | -1.54966 | -1.55206 | -1.55821 | -1.556 | -1.56055 | -1.55812 | -1.5648 | -1.56414 | -1.56731 | -1.57185 | -1.56836 | -1.56884 | -1.56743 | -1.56247 | -1.56866 | -1.56643 | -1.5663 | -1.57064 | -1.57474 | -1.57435 | -1.56722 | -1.57253 | -1.57598 | -1.57827 | -1.54516 | -1.52644 | -1.52124 | -1.52069 | -1.49925 | -1.49143 | -1.48696 | -1.48492 | -1.48398 | -1.47568 | -1.48833 | -1.50392 | -1.5056 | -1.53307 | -1.53765 | -1.56626 | -1.6062 | -1.62319 | -1.61939 | -1.6173 | -1.58341 | -1.5697 | -1.55188 | -1.54089 | ⋯ |
| 3 | -0.521346 | -0.518394 | -0.522321 | -0.519893 | -0.521016 | -0.521524 | -0.523362 | -0.511653 | -0.512519 | -0.511312 | -0.505053 | -0.502711 | -0.49456 | -0.493091 | -0.491827 | -0.495529 | -0.488133 | -0.494935 | -0.497256 | -0.512221 | -0.49848 | -0.49604 | -0.497528 | -0.510904 | -0.518866 | -0.525832 | -0.52774 | -0.530361 | -0.526311 | -0.536751 | -0.527994 | -0.532407 | -0.516231 | -0.523404 | -0.52207 | -0.520289 | -0.51908 | -0.521923 | -0.513539 | -0.510219 | -0.514859 | -0.514448 | -0.518708 | -0.521672 | -0.525064 | -0.514835 | -0.507935 | -0.521132 | -0.517193 | -0.517363 | -0.51327 | -1.72326 | -1.72407 | -1.72326 | -1.72352 | -1.72479 | -1.72389 | -1.7244 | -1.76782 | -1.76903 | -1.76877 | -1.76577 | -1.75752 | -1.76521 | -1.7872 | -1.79707 | -1.80227 | -1.80032 | -1.79467 | -1.78595 | -1.76167 | -1.77981 | -1.77623 | -1.7667 | -1.75652 | -1.74259 | -1.74156 | -1.7404 | -1.73994 | -1.74064 | -1.73253 | -1.72589 | -1.73061 | -1.74882 | -1.73747 | -1.75289 | -1.76319 | -1.77407 | -1.77916 | -1.78879 | -1.78432 | -1.78919 | -1.79175 | -1.77926 | -1.77711 | -1.77828 | -1.77587 | -1.76419 | -1.77843 | -1.77882 | ⋯ |
| 4 | -0.57022 | -0.562064 | -0.565967 | -0.562913 | -0.567557 | -0.566175 | -0.566748 | -0.561748 | -0.55966 | -0.556271 | -0.558981 | -0.561663 | -0.562246 | -0.562772 | -0.564217 | -0.569505 | -0.566032 | -0.559049 | -0.565183 | -0.55911 | -0.557825 | -0.549633 | -0.546452 | -0.538752 | -0.535649 | -0.533146 | -0.527235 | -0.530988 | -0.528939 | -0.530674 | -0.532605 | -0.538649 | -0.531133 | -0.53202 | -0.53194 | -0.533771 | -0.531469 | -0.531974 | -0.53447 | -0.537111 | -0.533528 | -0.530846 | -0.535016 | -0.537207 | -0.533389 | -0.530497 | -0.532508 | -0.522586 | -0.53489 | -0.534332 | -0.54071 | -1.91196 | -1.90369 | -1.90527 | -1.90405 | -1.90318 | -1.90619 | -1.90959 | -1.89934 | -1.8948 | -1.89346 | -1.89293 | -1.89087 | -1.89756 | -1.89862 | -1.90152 | -1.90031 | -1.9072 | -1.90601 | -1.90112 | -1.90644 | -1.89712 | -1.88794 | -1.86128 | -1.84106 | -1.82457 | -1.78069 | -1.7901 | -1.79022 | -1.80756 | -1.80165 | -1.80302 | -1.79546 | -1.8172 | -1.80946 | -1.81347 | -1.8126 | -1.81799 | -1.82067 | -1.81921 | -1.82957 | -1.8537 | -1.87427 | -1.87535 | -1.88059 | -1.8954 | -1.89976 | -1.89333 | -1.90898 | -1.91169 | ⋯ |
| 5 | -0.624417 | -0.626031 | -0.625388 | -0.62798 | -0.624838 | -0.623534 | -0.626624 | -0.626658 | -0.622853 | -0.622373 | -0.626581 | -0.621179 | -0.625421 | -0.624171 | -0.628864 | -0.635665 | -0.642902 | -0.648469 | -0.650131 | -0.640103 | -0.624074 | -0.601001 | -0.587628 | -0.579179 | -0.570225 | -0.5517 | -0.528813 | -0.520696 | -0.520445 | -0.525535 | -0.549567 | -0.56917 | -0.594111 | -0.606534 | -0.615922 | -0.615089 | -0.614398 | -0.607906 | -0.606178 | -0.602113 | -0.60505 | -0.606563 | -0.611505 | -0.614609 | -0.607108 | -0.598554 | -0.621197 | -0.625199 | -0.644386 | -0.657226 | -0.663721 | -1.84287 | -1.84026 | -1.84688 | -1.84182 | -1.84628 | -1.84354 | -1.84273 | -1.83752 | -1.83289 | -1.83472 | -1.83336 | -1.83246 | -1.83055 | -1.82859 | -1.83271 | -1.83692 | -1.85416 | -1.8711 | -1.87651 | -1.8634 | -1.79923 | -1.74959 | -1.69879 | -1.68169 | -1.66009 | -1.68212 | -1.6999 | -1.72944 | -1.74394 | -1.75867 | -1.77574 | -1.79507 | -1.80762 | -1.81043 | -1.80948 | -1.80058 | -1.77978 | -1.75707 | -1.71493 | -1.67578 | -1.66421 | -1.68283 | -1.72178 | -1.77294 | -1.80126 | -1.81198 | -1.87223 | -1.89073 | -1.89526 | ⋯ |
| 6 | -0.502501 | -0.502525 | -0.499415 | -0.501144 | -0.502677 | -0.501937 | -0.500699 | -0.501717 | -0.501963 | -0.504734 | -0.50465 | -0.499748 | -0.49075 | -0.496112 | -0.509493 | -0.518084 | -0.490235 | -0.46929 | -0.444102 | -0.433715 | -0.432112 | -0.426384 | -0.425899 | -0.416905 | -0.409202 | -0.404976 | -0.406428 | -0.402808 | -0.400789 | -0.399945 | -0.398972 | -0.396489 | -0.393611 | -0.399408 | -0.406446 | -0.412097 | -0.418917 | -0.422808 | -0.424958 | -0.424266 | -0.426925 | -0.43365 | -0.436541 | -0.447761 | -0.456823 | -0.460775 | -0.467277 | -0.464943 | -0.469757 | -0.468361 | -0.469486 | -2.17556 | -2.15613 | -2.18516 | -2.19291 | -2.15844 | -2.14539 | -2.17194 | -2.14695 | -2.13512 | -2.12584 | -2.12177 | -2.1193 | -2.12602 | -2.13125 | -2.16257 | -2.17396 | -2.09192 | -2.0411 | -1.85178 | -1.87789 | -1.86684 | -1.8387 | -1.75413 | -1.73101 | -1.72961 | -1.72748 | -1.72428 | -1.71521 | -1.71163 | -1.70815 | -1.71797 | -1.7256 | -1.73571 | -1.78916 | -1.85693 | -1.9818 | -2.03169 | -2.01245 | -2.03266 | -2.02603 | -2.03584 | -2.05511 | -2.07088 | -2.07849 | -2.09125 | -2.10468 | -2.12407 | -2.13097 | -2.16563 | ⋯ |
| 7 | -0.488461 | -0.489463 | -0.487539 | -0.495673 | -0.498767 | -0.492156 | -0.492845 | -0.484968 | -0.482085 | -0.480355 | -0.487235 | -0.480202 | -0.481579 | -0.485523 | -0.482411 | -0.484583 | -0.479359 | -0.471634 | -0.462898 | -0.468599 | -0.454872 | -0.444086 | -0.438754 | -0.438076 | -0.436415 | -0.438395 | -0.440398 | -0.438101 | -0.435659 | -0.435271 | -0.435213 | -0.43942 | -0.445624 | -0.451381 | -0.458407 | -0.461554 | -0.463991 | -0.471218 | -0.475505 | -0.485426 | -0.488193 | -0.493495 | -0.492836 | -0.49895 | -0.503093 | -0.509026 | -0.513016 | -0.515636 | -0.523701 | -0.519121 | -0.512226 | -2.17242 | -2.18203 | -2.18057 | -2.18011 | -2.16312 | -2.16706 | -2.1655 | -2.16417 | -2.16289 | -2.16507 | -2.14311 | -2.14613 | -2.15964 | -2.14249 | -2.13377 | -2.13323 | -2.11476 | -2.09457 | -2.08902 | -2.06029 | -2.0513 | -2.04308 | -2.04057 | -1.9611 | -1.93788 | -1.92532 | -1.90311 | -1.90087 | -1.90246 | -1.8987 | -1.89811 | -1.89969 | -1.90314 | -1.90392 | -1.90622 | -1.91783 | -1.99861 | -2.00527 | -2.00013 | -2.06364 | -2.15544 | -2.20638 | -2.24703 | -2.26315 | -2.27173 | -2.2962 | -2.3206 | -2.28483 | -2.26507 | ⋯ |
| 8 | -0.468105 | -0.410602 | -0.473909 | -0.475146 | -0.465564 | -0.459415 | -0.408703 | -0.407192 | -0.406746 | -0.471503 | -0.407084 | -0.4654 | -0.465035 | -0.406833 | -0.45553 | -0.408279 | -0.442618 | -0.465679 | -0.394768 | -0.359656 | -0.331122 | -0.324029 | -0.322878 | -0.35907 | -0.373371 | -0.372083 | -0.380168 | -0.379456 | -0.373052 | -0.374362 | -0.391741 | -0.398474 | -0.387729 | -0.411454 | -0.39721 | -0.382148 | -0.410466 | -0.412711 | -0.396334 | -0.404012 | -0.406291 | -0.403425 | -0.38908 | -0.388014 | -0.376936 | -0.386189 | -0.383457 | -0.379303 | -0.379167 | -0.35105 | -0.37192 | -1.86535 | -1.89011 | -1.87105 | -1.87014 | -1.86305 | -1.86513 | -1.88585 | -1.88192 | -1.88197 | -1.86255 | -1.88488 | -1.86106 | -1.86082 | -1.88667 | -1.86297 | -1.8874 | -1.87244 | -1.8578 | -1.85579 | -1.86634 | -1.84987 | -1.8274 | -1.85416 | -1.79411 | -1.78126 | -1.75042 | -1.73408 | -1.73114 | -1.73182 | -1.73086 | -1.72556 | -1.71852 | -1.72114 | -1.71078 | -1.71589 | -1.7177 | -1.70085 | -1.70427 | -1.70837 | -1.70619 | -1.70731 | -1.70318 | -1.71049 | -1.71516 | -1.72376 | -1.72854 | -1.75506 | -1.78602 | -1.83142 | ⋯ |
| 9 | -0.568195 | -0.572936 | -0.571337 | -0.577742 | -0.562071 | -0.563401 | -0.56426 | -0.56251 | -0.567891 | -0.568983 | -0.569902 | -0.570727 | -0.567981 | -0.566713 | -0.570047 | -0.575325 | -0.575819 | -0.576004 | -0.570687 | -0.579498 | -0.584493 | -0.592185 | -0.601236 | -0.614342 | -0.622393 | -0.638035 | -0.636407 | -0.632052 | -0.630286 | -0.602898 | -0.584738 | -0.576932 | -0.566601 | -0.563708 | -0.56406 | -0.567111 | -0.589857 | -0.585974 | -0.588057 | -0.583146 | -0.584809 | -0.572375 | -0.573012 | -0.570897 | -0.571727 | -0.572124 | -0.56665 | -0.568694 | -0.576087 | -0.577822 | -0.576184 | -1.79059 | -1.78162 | -1.78303 | -1.77291 | -1.79029 | -1.79301 | -1.7906 | -1.79415 | -1.78852 | -1.78192 | -1.78334 | -1.7944 | -1.79236 | -1.79268 | -1.79352 | -1.78474 | -1.78606 | -1.78512 | -1.78341 | -1.77857 | -1.78042 | -1.78197 | -1.78183 | -1.77865 | -1.77436 | -1.74577 | -1.74507 | -1.73392 | -1.71404 | -1.7344 | -1.71743 | -1.70976 | -1.71507 | -1.71222 | -1.71103 | -1.71489 | -1.69771 | -1.69619 | -1.69504 | -1.70358 | -1.7056 | -1.71373 | -1.712 | -1.71488 | -1.71719 | -1.724 | -1.73081 | -1.73278 | -1.74117 | ⋯ |
| 10 | -0.517579 | -0.515374 | -0.517325 | -0.516505 | -0.514786 | -0.513077 | -0.518725 | -0.520816 | -0.519732 | -0.521663 | -0.519447 | -0.515445 | -0.517435 | -0.518251 | -0.517788 | -0.521484 | -0.521691 | -0.505416 | -0.496536 | -0.492759 | -0.483885 | -0.477154 | -0.458388 | -0.457837 | -0.446931 | -0.449392 | -0.451675 | -0.44486 | -0.450448 | -0.441253 | -0.44139 | -0.432974 | -0.438301 | -0.432659 | -0.435155 | -0.437 | -0.447106 | -0.44629 | -0.448644 | -0.452426 | -0.465683 | -0.470503 | -0.478416 | -0.476322 | -0.483407 | -0.494542 | -0.497023 | -0.503007 | -0.511892 | -0.516592 | -0.506665 | -1.73887 | -1.74072 | -1.7397 | -1.73405 | -1.73453 | -1.73561 | -1.7393 | -1.71604 | -1.72597 | -1.73219 | -1.7307 | -1.7296 | -1.7334 | -1.7328 | -1.73117 | -1.74231 | -1.74244 | -1.73421 | -1.73523 | -1.75024 | -1.76624 | -1.7625 | -1.77834 | -1.7736 | -1.7605 | -1.73885 | -1.74964 | -1.756 | -1.74163 | -1.75231 | -1.75526 | -1.75514 | -1.74742 | -1.7495 | -1.74427 | -1.74156 | -1.72046 | -1.73171 | -1.73271 | -1.73216 | -1.72694 | -1.72644 | -1.73147 | -1.73613 | -1.75607 | -1.76061 | -1.78371 | -1.80105 | -1.82082 | ⋯ |
| 11 | -0.631494 | -0.629032 | -0.630474 | -0.628314 | -0.625873 | -0.620084 | -0.622708 | -0.615488 | -0.604842 | -0.609029 | -0.613779 | -0.610769 | -0.611075 | -0.606483 | -0.609377 | -0.605174 | -0.600941 | -0.592949 | -0.595468 | -0.600433 | -0.594248 | -0.597976 | -0.597889 | -0.605733 | -0.607992 | -0.60766 | -0.605326 | -0.609443 | -0.607271 | -0.598639 | -0.598526 | -0.603541 | -0.610447 | -0.609753 | -0.608022 | -0.611792 | -0.611213 | -0.615707 | -0.613855 | -0.614912 | -0.61326 | -0.614349 | -0.623253 | -0.624818 | -0.61368 | -0.615468 | -0.620129 | -0.619546 | -0.617533 | -0.623453 | -0.620921 | -1.98071 | -1.98581 | -1.98407 | -1.98487 | -1.98305 | -1.98431 | -1.98929 | -1.98398 | -2.00128 | -1.99469 | -1.96106 | -1.95593 | -1.9467 | -1.93149 | -1.91538 | -1.90345 | -1.90246 | -1.85499 | -1.85615 | -1.84711 | -1.8453 | -1.84735 | -1.85288 | -1.85131 | -1.84861 | -1.84769 | -1.84938 | -1.84393 | -1.84313 | -1.84667 | -1.84928 | -1.85368 | -1.86615 | -1.87787 | -1.87194 | -1.89635 | -1.9052 | -1.92511 | -1.93368 | -1.93268 | -1.95477 | -1.96031 | -1.97189 | -1.97785 | -1.98624 | -1.98397 | -1.97893 | -1.97566 | -1.97111 | ⋯ |
| 12 | -0.628575 | -0.621757 | -0.631781 | -0.634901 | -0.628957 | -0.637745 | -0.635805 | -0.629445 | -0.632091 | -0.635745 | -0.637593 | -0.635457 | -0.658099 | -0.658736 | -0.646494 | -0.633007 | -0.596304 | -0.560392 | -0.536705 | -0.512282 | -0.503574 | -0.497933 | -0.508771 | -0.515612 | -0.525389 | -0.546349 | -0.555066 | -0.57553 | -0.590898 | -0.595411 | -0.593841 | -0.580503 | -0.577883 | -0.574917 | -0.573735 | -0.576278 | -0.590207 | -0.601267 | -0.604305 | -0.603654 | -0.590987 | -0.591855 | -0.582347 | -0.588977 | -0.598174 | -0.599671 | -0.619432 | -0.621313 | -0.628482 | -0.633884 | -0.627249 | -1.64959 | -1.65482 | -1.6445 | -1.65008 | -1.65215 | -1.64652 | -1.64085 | -1.65269 | -1.64934 | -1.64933 | -1.6557 | -1.66017 | -1.64783 | -1.62856 | -1.62193 | -1.58661 | -1.5599 | -1.54581 | -1.54278 | -1.56813 | -1.57755 | -1.60394 | -1.61746 | -1.62707 | -1.63837 | -1.63857 | -1.64845 | -1.65474 | -1.65838 | -1.65796 | -1.65072 | -1.64632 | -1.63132 | -1.6086 | -1.62446 | -1.6363 | -1.63946 | -1.63309 | -1.63408 | -1.63817 | -1.6494 | -1.65049 | -1.66718 | -1.6695 | -1.67345 | -1.67695 | -1.6821 | -1.68837 | -1.69011 | ⋯ |
| 13 | -0.635968 | -0.613303 | -0.636138 | -0.635273 | -0.636906 | -0.633466 | -0.633318 | -0.628543 | -0.627045 | -0.624422 | -0.627166 | -0.65958 | -0.659341 | -0.660702 | -0.663654 | -0.66177 | -0.627722 | -0.66983 | -0.632778 | -0.688322 | -0.698135 | -0.678116 | -0.671728 | -0.674354 | -0.67075 | -0.644236 | -0.668205 | -0.665101 | -0.612868 | -0.617367 | -0.611526 | -0.647228 | -0.651411 | -0.659828 | -0.663285 | -0.662889 | -0.662972 | -0.676204 | -0.673545 | -0.646222 | -0.620967 | -0.61882 | -0.614184 | -0.626042 | -0.633471 | -0.634397 | -0.639003 | -0.645128 | -0.654244 | -0.651518 | -0.649729 | -1.96703 | -1.98867 | -1.96746 | -1.9631 | -1.96258 | -1.96333 | -1.96385 | -1.9627 | -1.96265 | -1.96134 | -1.96235 | -1.91931 | -1.91683 | -1.91482 | -1.90476 | -1.90281 | -1.96871 | -1.9155 | -1.98428 | -1.90441 | -1.90363 | -1.94974 | -1.94836 | -1.90214 | -1.86673 | -1.89099 | -1.81448 | -1.79091 | -1.87236 | -1.86116 | -1.81201 | -1.73465 | -1.72272 | -1.73098 | -1.72915 | -1.73067 | -1.73955 | -1.73476 | -1.73824 | -1.77891 | -1.83508 | -1.84131 | -1.85966 | -1.85407 | -1.83433 | -1.84256 | -1.83536 | -1.82502 | -1.82088 | ⋯ |
| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋱ |
| 349 | -0.616689 | -0.614287 | -0.616339 | -0.611394 | -0.615198 | -0.652625 | -0.758759 | -0.926013 | -1.16653 | -1.45786 | -1.73732 | -1.9476 | -2.09924 | -2.13613 | -2.05506 | -1.85007 | -1.42765 | -0.839165 | -0.221077 | 0.408145 | 0.72769 | 0.72806 | 0.65099 | 0.795555 | 0.787965 | 0.806891 | 0.813745 | 0.869598 | 0.748364 | 0.495745 | 0.224756 | -0.103224 | -0.366918 | -0.613351 | -0.867102 | -0.903515 | -0.868046 | -0.737873 | -0.621311 | -0.653663 | -0.642436 | -0.634068 | -0.638292 | -0.638414 | -0.633326 | -0.629956 | -0.624907 | -0.628131 | -0.623601 | -0.621252 | -0.619131 | -1.94958 | -1.94994 | -1.94992 | -1.95348 | -1.93972 | -2.09082 | -2.07774 | -2.07786 | -2.03293 | -1.95337 | -1.82689 | -1.68348 | -1.57025 | -1.57221 | -1.54928 | -1.638 | -1.5452 | -1.31712 | -1.0748 | -0.707077 | -0.3945 | -0.154141 | -0.095769 | -0.0572 | -0.039605 | -0.030072 | -0.034567 | -0.087703 | -0.371897 | -0.573326 | -0.775149 | -1.04041 | -1.30639 | -1.58404 | -1.9124 | -2.07383 | -2.11244 | -2.11816 | -2.15388 | -1.97226 | -2.02248 | -2.01936 | -2.01745 | -2.01658 | -2.01221 | -2.01132 | -2.00823 | -1.99968 | -1.99785 | ⋯ |
| 350 | -0.596139 | -0.596019 | -0.594476 | -0.591199 | -0.59016 | -0.587625 | -0.589226 | -0.59427 | -0.614432 | -0.712729 | -0.826264 | -0.901392 | -0.8964 | -0.790562 | -0.572903 | -0.303547 | -0.021141 | 0.177351 | 0.284486 | 0.259764 | 0.25287 | 0.211853 | 0.200031 | 0.193886 | 0.188601 | 0.190171 | 0.269092 | 0.389116 | 0.031389 | 0.001985 | -0.316718 | -0.52424 | -0.631717 | -0.676193 | -0.686354 | -0.661289 | -0.608537 | -0.582856 | -0.578719 | -0.579484 | -0.582967 | -0.575696 | -0.57971 | -0.582036 | -0.585876 | -0.576416 | -0.57689 | -0.578217 | -0.57949 | -0.578794 | -0.575571 | -1.67946 | -1.68074 | -1.67967 | -1.68043 | -1.68028 | -1.67404 | -1.68079 | -1.67452 | -1.66515 | -1.63637 | -1.57801 | -1.46155 | -1.34274 | -1.18711 | -0.988355 | -0.775195 | -0.581785 | -0.453289 | -0.359935 | -0.266416 | -0.23259 | -0.268975 | -0.268573 | -0.265415 | -0.265042 | -0.272066 | -0.303162 | -0.264814 | -0.485116 | -0.82747 | -1.17388 | -1.42864 | -1.5706 | -1.64687 | -1.66385 | -1.66266 | -1.6624 | -1.66717 | -1.67143 | -1.67089 | -1.66624 | -1.6783 | -1.66726 | -1.66698 | -1.66767 | -1.6741 | -1.67276 | -1.67021 | -1.66882 | ⋯ |
| 351 | -0.937442 | -1.02995 | -0.985338 | -0.828794 | -0.719483 | -0.764852 | -0.790658 | -0.906044 | -1.06143 | -1.24269 | -1.50538 | -1.47368 | -1.30419 | -1.01657 | -0.499325 | -0.037604 | 0.38394 | 0.756143 | 0.960345 | 1.02997 | 0.945505 | 0.764209 | 0.726093 | 0.73311 | 0.732906 | 0.736128 | 0.765468 | 0.766733 | 0.750924 | 0.751861 | 0.760355 | 0.782621 | 0.805698 | 0.651938 | 0.166781 | -0.365225 | -0.808676 | -1.17088 | -1.35417 | -1.34419 | -1.23719 | -1.11567 | -0.915111 | -0.690979 | -0.683455 | -0.758403 | -0.722961 | -0.661048 | -0.674346 | -0.687475 | -0.68439 | -2.10495 | -1.96835 | -1.95082 | -2.09426 | -2.13928 | -2.08863 | -2.23229 | -2.28766 | -2.27454 | -2.06905 | -1.86281 | -1.70637 | -1.26398 | -0.962615 | -0.611836 | -0.451599 | -0.3845 | -0.385151 | -0.364201 | -0.304412 | -0.257709 | -0.345753 | -0.238554 | -0.267106 | -0.247374 | -0.259647 | -0.291257 | -0.296432 | -0.250596 | -0.253868 | -0.349048 | -0.349009 | -0.392035 | -0.490831 | -0.659422 | -0.813974 | -1.01303 | -1.20475 | -1.40158 | -1.66616 | -1.78332 | -1.9192 | -1.99392 | -1.94095 | -2.02532 | -2.04187 | -2.00124 | -1.94335 | -1.91709 | ⋯ |
| 352 | -0.595625 | -0.593605 | -0.588495 | -0.584801 | -0.59971 | -0.595148 | -0.59403 | -0.591524 | -0.591834 | -0.591661 | -0.596649 | -0.592359 | -0.57472 | -0.55763 | -0.495488 | -0.396631 | -0.21489 | 0.033125 | 0.306471 | 0.615344 | 0.364919 | 0.351052 | 0.554457 | 0.528234 | 0.563601 | 0.557719 | 0.515152 | 0.493071 | 0.487783 | 0.567322 | 0.533097 | 0.531794 | 0.563699 | 0.602979 | 0.511849 | 0.473145 | 0.175266 | -0.417987 | -0.608807 | -0.645442 | -0.647488 | -0.631753 | -0.613123 | -0.604525 | -0.578524 | -0.539126 | -0.486437 | -0.4675 | -0.453359 | -0.445844 | -0.454189 | -1.93897 | -1.93641 | -1.93761 | -1.91826 | -1.97002 | -1.97009 | -1.966 | -1.94677 | -1.94209 | -1.93865 | -1.93338 | -1.93369 | -1.88979 | -1.6113 | -1.32289 | -1.01197 | -0.700385 | -0.41311 | -0.110185 | 0.297226 | 0.215567 | 0.227915 | 0.476508 | 0.468923 | 0.432615 | 0.398943 | 0.406022 | 0.30466 | 0.282934 | 0.408277 | 0.317224 | 0.314118 | 0.338765 | 0.428434 | -0.007737 | -0.5368 | -1.34079 | -1.86658 | -2.02863 | -2.02429 | -2.05409 | -2.05116 | -2.02755 | -1.97911 | -1.93749 | -1.94224 | -1.95526 | -1.95181 | -1.94552 | ⋯ |
| 353 | -0.466582 | -0.469372 | -0.43454 | -0.432809 | -0.480658 | -0.500828 | -0.532364 | -0.552448 | -0.453876 | -0.439888 | -0.347108 | -0.205922 | -0.036489 | 0.19416 | 0.459035 | 0.781918 | 0.448086 | -0.03419 | -0.028782 | -0.040802 | -0.029699 | -0.016281 | -0.017846 | -0.008042 | -0.007643 | 0.005679 | -0.021367 | 0.053073 | 0.02723 | -0.025614 | -0.78614 | -1.1534 | -1.45235 | -1.62574 | -1.62454 | -1.47493 | -1.3211 | -0.985809 | -0.795748 | -0.631076 | -0.633307 | -0.715931 | -0.734048 | -0.696927 | -0.643663 | -0.575416 | -0.492768 | -0.422277 | -0.389059 | -0.394768 | -0.411497 | -1.71874 | -1.72861 | -1.58691 | -1.58583 | -1.70418 | -1.64664 | -1.61578 | -1.6056 | -1.52025 | -1.30873 | -1.06713 | -0.842819 | -0.625464 | -0.472313 | -0.398898 | -0.283512 | -0.328645 | -0.45614 | -0.463162 | -0.460218 | -0.470087 | -0.469757 | -0.456758 | -0.451231 | -0.431956 | -0.421387 | -0.396745 | -0.474923 | -0.571017 | -0.48973 | -0.412644 | -0.869779 | -1.1217 | -1.3892 | -1.63424 | -1.57991 | -1.98585 | -2.12207 | -1.8142 | -1.86393 | -1.57935 | -1.81162 | -1.98329 | -1.972 | -1.93991 | -1.8876 | -1.85807 | -1.83981 | -1.81063 | ⋯ |
| 354 | -0.500404 | -0.502824 | -0.504771 | -0.505733 | -0.505021 | -0.510656 | -0.477738 | -0.455724 | -0.450382 | -0.43636 | -0.400381 | -0.358387 | -0.271147 | -0.147579 | 0.009863 | 0.299265 | 0.485984 | 0.404292 | 0.496835 | 0.355318 | 0.340099 | 0.343073 | 0.3452 | 0.349664 | 0.369448 | 0.396614 | 0.436203 | 0.345462 | 0.081941 | -0.202621 | -0.429194 | -0.575941 | -0.674295 | -0.727499 | -0.719525 | -0.698119 | -0.628162 | -0.558807 | -0.533229 | -0.569129 | -0.600985 | -0.62565 | -0.617651 | -0.588326 | -0.552376 | -0.529874 | -0.553498 | -0.572458 | -0.588936 | -0.604985 | -0.611643 | -1.89209 | -1.88986 | -1.89188 | -1.88755 | -1.88602 | -1.92025 | -1.89595 | -1.88366 | -1.85715 | -1.8259 | -1.76695 | -1.62436 | -1.47119 | -1.23594 | -0.975135 | -0.539428 | -0.238866 | -0.05881 | 0.185941 | 0.204395 | 0.196767 | 0.191485 | 0.176616 | 0.174192 | 0.172634 | 0.064977 | -0.209857 | -0.724479 | -1.27542 | -1.70217 | -1.82523 | -1.91941 | -1.9381 | -1.96871 | -1.93158 | -1.94634 | -1.98777 | -1.95691 | -1.94362 | -1.94751 | -1.95539 | -1.95207 | -1.95965 | -1.95948 | -1.98069 | -1.98885 | -1.97063 | -1.99709 | -2.00647 | ⋯ |
| 355 | -0.686893 | -0.690966 | -0.710514 | -0.771405 | -0.865657 | -1.10153 | -1.28476 | -1.3701 | -1.17664 | -0.759236 | -0.237922 | 0.315385 | 0.722375 | 0.983797 | 1.02453 | 1.06896 | 0.895814 | 0.890542 | 0.910859 | 0.999112 | 1.00589 | 0.746943 | 0.647041 | 0.26628 | -0.26325 | -0.72977 | -0.975732 | -1.12175 | -1.13426 | -1.04657 | -0.909351 | -0.77549 | -0.627666 | -0.607043 | -0.609195 | -0.60925 | -0.600727 | -0.601754 | -0.599044 | -0.592626 | -0.587721 | -0.590119 | -0.586947 | -0.58872 | -0.586027 | -0.586456 | -0.587513 | -0.590223 | -0.588903 | -0.591829 | -0.591138 | -2.04375 | -2.05011 | -2.07035 | -2.08768 | -2.11075 | -2.08723 | -2.01236 | -1.89968 | -1.62723 | -1.3901 | -1.13358 | -0.82845 | -0.547917 | -0.334864 | -0.182603 | -0.107839 | 0.230724 | 0.215893 | 0.254249 | -0.00522 | -0.091967 | -0.193017 | -0.32435 | -0.403732 | -0.725387 | -1.04668 | -1.394 | -1.69169 | -1.95546 | -2.12599 | -2.16415 | -2.10645 | -2.04068 | -2.03002 | -2.01989 | -2.0167 | -2.01606 | -2.01804 | -1.98613 | -2.00372 | -2.01106 | -2.01395 | -2.0175 | -2.01779 | -2.00809 | -2.00814 | -2.00896 | -2.01059 | -2.01857 | ⋯ |
| 356 | -0.525938 | -0.516073 | -0.5177 | -0.516002 | -0.517101 | -0.531324 | -0.598619 | -0.632816 | -0.641388 | -0.624213 | -0.586184 | -0.48881 | -0.320962 | -0.093919 | 0.161241 | 0.418509 | 0.608037 | 0.731776 | 0.682227 | 0.614179 | 0.634604 | 0.652187 | 0.631501 | 0.470581 | 0.682265 | 0.657759 | 0.604814 | 0.6572 | 0.645163 | 0.519779 | 0.316201 | 0.097724 | -0.110094 | -0.282561 | -0.412585 | -0.553952 | -0.592125 | -0.601091 | -0.546944 | -0.521046 | -0.504672 | -0.506511 | -0.53477 | -0.536864 | -0.537779 | -0.545924 | -0.540783 | -0.544388 | -0.550136 | -0.546228 | -0.545995 | -1.69259 | -1.70519 | -1.70824 | -1.72114 | -1.72487 | -1.74597 | -1.73602 | -1.70956 | -1.66064 | -1.55737 | -1.42351 | -1.27827 | -1.10163 | -0.90555 | -0.698225 | -0.486639 | -0.321203 | -0.210563 | -0.12846 | -0.011752 | 0.001059 | 0.020966 | 0.028857 | -0.013288 | 0.065906 | 0.162344 | 0.004443 | 0.00585 | -0.181705 | -0.386642 | -0.606616 | -0.828882 | -1.01003 | -1.2284 | -1.45385 | -1.70148 | -1.79651 | -1.81181 | -1.81321 | -1.81119 | -1.78542 | -1.7578 | -1.67215 | -1.66308 | -1.6627 | -1.64937 | -1.66342 | -1.66382 | -1.66711 | ⋯ |
| 357 | -0.440887 | -0.452221 | -0.447185 | -0.451468 | -0.451852 | -0.460196 | -0.454885 | -0.456595 | -0.453205 | -0.469354 | -0.478454 | -0.506557 | -0.543482 | -0.580255 | -0.562402 | -0.521852 | -0.521792 | -0.234816 | -0.006388 | 0.251834 | 0.557283 | 0.748158 | 0.978029 | 1.0085 | 1.02401 | 1.05805 | 1.04418 | 0.988053 | 1.00624 | 1.02167 | 1.02599 | 1.03365 | 1.05932 | 1.05201 | 1.09275 | 1.08602 | 1.09295 | 0.952659 | 0.897208 | 0.648042 | 0.461493 | 0.181187 | -0.131194 | -0.541423 | -0.777776 | -0.953652 | -1.04438 | -0.984894 | -0.891926 | -0.788926 | -0.698249 | -1.90444 | -1.91917 | -1.91652 | -1.92718 | -1.92486 | -1.93992 | -1.93326 | -1.931 | -1.89117 | -1.90504 | -1.89474 | -1.96092 | -1.98353 | -1.96322 | -1.87832 | -1.7502 | -1.45962 | -1.29377 | -0.99665 | -0.704251 | -0.486864 | -0.364146 | -0.289212 | -0.290458 | -0.19071 | -0.172352 | -0.179297 | -0.256626 | -0.212386 | -0.205776 | -0.178257 | -0.1516 | -0.157295 | -0.151279 | -0.139243 | -0.131823 | -0.21339 | -0.399107 | -0.465997 | -0.705792 | -0.928847 | -1.18755 | -1.39716 | -1.36595 | -1.59362 | -1.67972 | -1.74415 | -1.83087 | -1.86974 | ⋯ |
| 358 | -0.647672 | -0.653511 | -0.642305 | -0.6383 | -0.637352 | -0.641916 | -0.641393 | -0.641784 | -0.644001 | -0.646141 | -0.647238 | -0.657441 | -0.662355 | -0.668979 | -0.712132 | -0.777644 | -0.774634 | -0.712173 | -0.598697 | -0.41679 | -0.22376 | 0.036889 | 0.311563 | 0.506871 | 0.45604 | 0.599161 | 0.710742 | 0.728568 | 0.602378 | 0.516182 | 0.493408 | 0.510301 | 0.51108 | 0.527986 | 0.51529 | 0.51553 | 0.523259 | 0.545002 | 0.548579 | 0.336023 | 0.184334 | -0.224099 | -0.500692 | -0.682501 | -0.758069 | -0.765982 | -0.72369 | -0.645501 | -0.624031 | -0.62637 | -0.628032 | -1.6173 | -1.61051 | -1.60491 | -1.59955 | -1.60063 | -1.60052 | -1.60037 | -1.60233 | -1.61603 | -1.62083 | -1.62794 | -1.62822 | -1.63989 | -1.63351 | -1.59991 | -1.52379 | -1.44366 | -1.30941 | -1.18994 | -1.05434 | -0.943153 | -0.816965 | -0.6983 | -0.579808 | -0.517104 | -0.396524 | -0.149579 | -0.2461 | -0.003511 | -0.45134 | -0.456567 | -0.445316 | -0.441335 | -0.433274 | -0.44667 | -0.458228 | -0.454988 | -0.478377 | -0.545504 | -0.743136 | -1.0361 | -1.3884 | -1.479 | -1.63708 | -1.65932 | -1.664 | -1.6762 | -1.69198 | -1.6986 | ⋯ |
| 359 | -0.476117 | -0.4705 | -0.474443 | -0.475678 | -0.475745 | -0.476801 | -0.466286 | -0.470162 | -0.466426 | -0.456026 | -0.468247 | -0.444193 | -0.438305 | -0.458361 | -0.470627 | -0.510735 | -0.60858 | -0.80021 | -0.962299 | -1.13151 | -1.29079 | -1.35073 | -1.3105 | -0.909137 | -0.532772 | -0.110012 | 0.181197 | 0.598132 | 0.628888 | 0.550079 | 0.525654 | 0.518333 | 0.521915 | 0.510241 | 0.50733 | 0.507751 | 0.506183 | 0.549317 | 0.319895 | 0.139675 | -0.083838 | -0.310213 | -0.498413 | -0.660566 | -0.792202 | -0.859166 | -0.837351 | -0.769369 | -0.684986 | -0.545003 | -0.53447 | -1.70846 | -1.7099 | -1.70912 | -1.70614 | -1.70891 | -1.70891 | -1.70919 | -1.70437 | -1.71174 | -1.71172 | -1.65705 | -1.69294 | -1.68827 | -1.65839 | -1.647 | -1.67585 | -1.7557 | -1.63967 | -1.62503 | -1.51959 | -1.39463 | -1.22699 | -1.06417 | -0.762946 | -0.658733 | -0.485219 | -0.325025 | -0.176856 | -0.016448 | 0.045702 | 0.021689 | 0.049904 | 0.018033 | 0.01924 | 0.009145 | -0.01047 | -0.017735 | -0.073469 | -0.389639 | -0.605778 | -0.833116 | -1.01014 | -1.24986 | -1.4634 | -1.57394 | -1.71292 | -1.80086 | -1.85209 | -1.84221 | ⋯ |
| 360 | -0.553245 | -0.551704 | -0.548044 | -0.544929 | -0.546446 | -0.546651 | -0.554797 | -0.580788 | -0.634431 | -0.679319 | -0.708452 | -0.718725 | -0.703956 | -0.662173 | -0.584679 | -0.358937 | -0.05233 | 0.097144 | 0.344857 | 0.474215 | 0.625241 | 0.762295 | 0.832226 | 0.852569 | 0.856711 | 0.861468 | 0.859234 | 0.876516 | 0.866209 | 0.883327 | 0.709914 | 0.35651 | 0.329226 | 0.065665 | -0.160605 | -0.446703 | -0.711418 | -0.845792 | -0.861988 | -0.808409 | -0.68796 | -0.605506 | -0.606554 | -0.662612 | -0.709257 | -0.727722 | -0.721847 | -0.687693 | -0.655425 | -0.627145 | -0.613324 | -1.69493 | -1.69349 | -1.69951 | -1.7085 | -1.71117 | -1.71164 | -1.70638 | -1.68895 | -1.66512 | -1.63018 | -1.59025 | -1.55209 | -1.52493 | -1.46934 | -1.32956 | -1.02353 | -0.62334 | -0.407206 | -0.230961 | -0.211916 | -0.239646 | -0.363456 | -0.348702 | -0.217053 | -0.25509 | -0.259878 | -0.248647 | -0.183725 | -0.216148 | -0.210457 | -0.336069 | -0.076126 | -0.306516 | -0.50261 | -0.734851 | -1.00894 | -1.2575 | -1.50701 | -1.6269 | -1.76214 | -1.78556 | -1.76228 | -1.75493 | -1.74816 | -1.73299 | -1.72764 | -1.72671 | -1.725 | -1.72086 | ⋯ |
In [14]:
# Bind data to learning algorithm
dt_mach_static = machine(model, X_static, y)
# Train!
@time fit!(dt_mach_static; rows=train_idxs);
report(dt_mach_static).print_tree()
# Compute accuracy
yhat = predict_mode(dt_mach_static; rows=test_idxs)
acc = MLJ.accuracy(yhat, y[test_idxs])
println("Accuracy: $(acc)")
[ Info: Training machine(DecisionTreeClassifier(max_depth = -1, …), …).
0.857494 seconds (1.21 M allocations: 93.284 MiB, 5.28% gc time, 95.00% compilation time)
Feature 73 < -1.244 ?
├─ Feature 790 < 1.396 ?
├─ 3 : 12/12
└─ Feature 499 < 1.055 ?
├─ Feature 1005 < -1.419 ?
├─ 1 : 16/16
└─ 5 : 4/4
└─ Feature 70 < -1.848 ?
├─ 3 : 1/1
└─ 5 : 5/5
└─ Feature 380 < -0.02374 ?
├─ Feature 680 < -0.3382 ?
├─ 4 : 13/13
└─ Feature 295 < -0.4847 ?
├─ 4 : 1/1
└─ 6 : 7/7
└─ Feature 170 < 0.461 ?
├─ 6 : 1/1
└─ 2 : 12/12
Accuracy: 0.59375
In [37]:
println(names(X_static)[73])
println(names(X_static)[790])
Y[Hand tip l][22] X[Wrist r][25]
In [16]:
feature_importances(dt_mach_static)
Out[16]:
1224-element Vector{Pair{Symbol, Float64}}:
Symbol("Y[Hand tip l][22]") => 0.3919728191493403
Symbol("X[Wrist r][25]") => 0.15879837719523981
Symbol("Y[Elbow l][23]") => 0.15430650160975126
Symbol("Y[Wrist l][17]") => 0.08149246071839794
Symbol("Y[Thumb l][36]") => 0.0787799819908887
Symbol("X[Elbow r][40]") => 0.06189215649217878
Symbol("X[Hand tip r][17]") => 0.02775124659197857
Symbol("Z[Hand tip r][40]") => 0.02372646104198667
Symbol("Y[Hand tip l][19]") => 0.02127999521023807
Symbol("X[Hand tip l][1]") => 0.0
Symbol("X[Hand tip l][2]") => 0.0
Symbol("X[Hand tip l][3]") => 0.0
Symbol("X[Hand tip l][4]") => 0.0
⋮
Symbol("Z[Thumb r][40]") => 0.0
Symbol("Z[Thumb r][41]") => 0.0
Symbol("Z[Thumb r][42]") => 0.0
Symbol("Z[Thumb r][43]") => 0.0
Symbol("Z[Thumb r][44]") => 0.0
Symbol("Z[Thumb r][45]") => 0.0
Symbol("Z[Thumb r][46]") => 0.0
Symbol("Z[Thumb r][47]") => 0.0
Symbol("Z[Thumb r][48]") => 0.0
Symbol("Z[Thumb r][49]") => 0.0
Symbol("Z[Thumb r][50]") => 0.0
Symbol("Z[Thumb r][51]") => 0.0
In [17]:
X_mean = DataFrame(mean.(Matrix(X)), ["mean($n)" for n in names(X)])
Out[17]:
360×24 DataFrame
335 rows omitted
| Row | mean(X[Hand tip l]) | mean(Y[Hand tip l]) | mean(Z[Hand tip l]) | mean(X[Hand tip r]) | mean(Y[Hand tip r]) | mean(Z[Hand tip r]) | mean(X[Elbow l]) | mean(Y[Elbow l]) | mean(Z[Elbow l]) | mean(X[Elbow r]) | mean(Y[Elbow r]) | mean(Z[Elbow r]) | mean(X[Wrist l]) | mean(Y[Wrist l]) | mean(Z[Wrist l]) | mean(X[Wrist r]) | mean(Y[Wrist r]) | mean(Z[Wrist r]) | mean(X[Thumb l]) | mean(Y[Thumb l]) | mean(Z[Thumb l]) | mean(X[Thumb r]) | mean(Y[Thumb r]) | mean(Z[Thumb r]) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | |
| 1 | -0.441529 | -1.99325 | -0.974478 | 1.17753 | -1.13545 | 0.101361 | -0.613209 | -0.797228 | -0.405038 | 0.718652 | -0.565179 | 0.100446 | -0.542541 | -1.5226 | -0.750785 | 1.00038 | -0.921232 | 0.133409 | -0.370604 | -1.75155 | -0.899283 | 1.0711 | -1.01009 | -0.0516195 |
| 2 | -0.433127 | -1.55045 | -0.954742 | 0.927408 | -0.379828 | -0.286614 | -0.7199 | -0.501027 | -0.134259 | 0.73385 | -0.261633 | 0.125011 | -0.562838 | -1.06006 | -0.632136 | 0.892088 | -0.327576 | -0.116493 | -0.573686 | -1.4986 | -0.8792 | 0.813487 | -0.371786 | -0.283973 |
| 3 | -0.514139 | -1.76206 | -0.624403 | 0.702343 | -0.627035 | -1.09901 | -0.514674 | -0.746088 | -0.0407252 | 0.712884 | -0.422115 | -0.500343 | -0.533024 | -1.38463 | -0.420584 | 0.718922 | -0.557678 | -0.913565 | -0.401014 | -1.55589 | -0.651494 | 0.664029 | -0.605402 | -1.10558 |
| 4 | -0.54604 | -1.86853 | -0.725127 | 1.08656 | -0.584427 | -0.479782 | -0.6895 | -0.74642 | -0.228144 | 0.877668 | -0.409193 | -0.108008 | -0.636323 | -1.48666 | -0.584435 | 1.01217 | -0.537976 | -0.346185 | -0.730508 | -1.66997 | -0.61614 | 1.0367 | -0.546088 | -0.477238 |
| 5 | -0.608619 | -1.7987 | -0.827025 | 1.00417 | -0.43575 | -0.319617 | -0.702146 | -0.788696 | -0.305568 | 0.8192 | -0.314165 | -0.0272344 | -0.667252 | -1.46293 | -0.675327 | 0.949805 | -0.380799 | -0.227083 | -0.770188 | -1.64486 | -0.753605 | 1.02711 | -0.382477 | -0.342483 |
| 6 | -0.452965 | -1.9987 | -1.01116 | 1.07126 | -1.06485 | 0.178981 | -0.660759 | -0.780783 | -0.451547 | 0.71541 | -0.601969 | 0.369429 | -0.5648 | -1.49562 | -0.812062 | 0.913442 | -0.911115 | 0.246524 | -0.629652 | -1.80679 | -0.908888 | 1.0105 | -1.06285 | 0.166492 |
| 7 | -0.475165 | -2.09609 | -0.941348 | 1.23749 | -0.965224 | 0.275899 | -0.683104 | -0.817153 | -0.410147 | 0.780974 | -0.66515 | 0.395884 | -0.597465 | -1.56819 | -0.775746 | 1.06021 | -0.89368 | 0.293467 | -0.418622 | -1.80964 | -0.922439 | 1.12936 | -0.929921 | 0.208296 |
| 8 | -0.402244 | -1.79774 | -0.706467 | 1.21315 | -0.449356 | -0.631085 | -0.538756 | -0.693987 | -0.130841 | 0.921704 | -0.331958 | -0.182986 | -0.51433 | -1.36048 | -0.513683 | 1.13443 | -0.400679 | -0.476162 | -0.312525 | -1.50874 | -0.731653 | 1.13495 | -0.441984 | -0.643643 |
| 9 | -0.581116 | -1.75254 | -0.618155 | 1.03402 | -0.639092 | -0.575176 | -0.611921 | -0.713442 | -0.0888676 | 0.859068 | -0.483007 | -0.0566167 | -0.66713 | -1.29546 | -0.390795 | 1.01492 | -0.567729 | -0.350515 | -0.716923 | -1.50612 | -0.468936 | 0.915153 | -0.576937 | -0.593327 |
| 10 | -0.483915 | -1.74924 | -0.720024 | 1.33397 | -0.624704 | -0.452416 | -0.54399 | -0.700616 | -0.179842 | 0.874849 | -0.379759 | -0.138082 | -0.52407 | -1.35246 | -0.512443 | 1.17802 | -0.542814 | -0.351154 | -0.397916 | -1.54072 | -0.723329 | 1.19036 | -0.525114 | -0.537482 |
| 11 | -0.611767 | -1.9223 | -0.736676 | 0.991164 | -0.24062 | -0.796395 | -0.563634 | -0.797446 | -0.158887 | 0.892275 | -0.314994 | -0.38916 | -0.612288 | -1.50433 | -0.580835 | 0.99877 | -0.314781 | -0.672492 | -0.43971 | -1.69515 | -0.757334 | 1.03626 | -0.294066 | -0.741488 |
| 12 | -0.595399 | -1.63924 | -0.862169 | 1.19874 | -0.368009 | -0.177448 | -0.663887 | -0.678814 | -0.242719 | 0.792181 | -0.19184 | 0.121218 | -0.670686 | -1.32286 | -0.696213 | 1.04872 | -0.277322 | -0.0699145 | -0.607122 | -1.41822 | -0.893839 | 1.11667 | -0.326273 | -0.230035 |
| 13 | -0.647034 | -1.87037 | -0.628469 | 1.18445 | -0.731339 | -0.528762 | -0.653925 | -0.712748 | -0.0372682 | 0.917467 | -0.499303 | -0.0552 | -0.708103 | -1.41546 | -0.395696 | 1.11847 | -0.642955 | -0.331228 | -0.530089 | -1.59898 | -0.649548 | 1.03275 | -0.678406 | -0.505 |
| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
| 349 | -0.528628 | -1.47935 | -0.871592 | 0.871904 | -0.614831 | -0.473561 | -0.728204 | -0.706623 | -0.256169 | 0.797255 | -0.502345 | -0.206722 | -0.623392 | -1.20068 | -0.646667 | 0.889521 | -0.571311 | -0.393645 | -0.545033 | -1.29719 | -0.822133 | 0.911729 | -0.56195 | -0.516098 |
| 350 | -0.391091 | -1.24245 | -0.649191 | 0.429929 | -0.759488 | -0.773544 | -0.684957 | -0.615739 | -0.0772783 | 0.615303 | -0.485906 | -0.477473 | -0.551178 | -1.01866 | -0.442544 | 0.518835 | -0.655888 | -0.697814 | -0.387767 | -1.09422 | -0.622127 | 0.489042 | -0.701798 | -0.7677 |
| 351 | -0.294253 | -1.21454 | -0.883526 | 0.727772 | -0.610082 | -0.284078 | -0.692342 | -0.664887 | -0.455575 | 0.722325 | -0.532913 | -0.171167 | -0.445726 | -1.00317 | -0.748842 | 0.758798 | -0.54726 | -0.273096 | -0.372756 | -1.14293 | -0.826733 | 0.710812 | -0.525604 | -0.359432 |
| 352 | -0.149389 | -1.0713 | -0.864521 | 0.560025 | -0.542136 | -0.61619 | -0.516076 | -0.646244 | -0.246143 | 0.621417 | -0.34105 | -0.376579 | -0.323191 | -0.96587 | -0.650919 | 0.617188 | -0.429769 | -0.58055 | -0.248622 | -0.997935 | -0.807139 | 0.629294 | -0.460835 | -0.662836 |
| 353 | -0.423029 | -1.19482 | -1.04728 | 0.938631 | -0.554863 | -0.204354 | -0.680112 | -0.51714 | -0.110199 | 0.752368 | -0.408959 | 0.0156558 | -0.591194 | -0.881049 | -0.619152 | 0.877732 | -0.509368 | -0.100999 | -0.444482 | -1.01915 | -0.944773 | 0.92389 | -0.556141 | -0.294183 |
| 354 | -0.26923 | -1.38106 | -0.871616 | 0.453254 | -0.792699 | -0.921229 | -0.549234 | -0.700655 | -0.146116 | 0.567558 | -0.455335 | -0.498257 | -0.415451 | -1.16512 | -0.604436 | 0.536696 | -0.63519 | -0.79227 | -0.326377 | -1.28203 | -0.767528 | 0.445161 | -0.693487 | -0.89879 |
| 355 | -0.342298 | -1.4574 | -0.950301 | 1.01039 | -0.930284 | -0.409856 | -0.680879 | -0.741757 | -0.336537 | 0.781863 | -0.597116 | -0.174152 | -0.48298 | -1.1747 | -0.729408 | 0.960872 | -0.791981 | -0.304143 | -0.424199 | -1.34825 | -0.892371 | 0.999731 | -0.895871 | -0.367742 |
| 356 | -0.134113 | -1.10602 | -0.824465 | 0.750383 | -0.467471 | -0.797686 | -0.542451 | -0.640251 | -0.212968 | 0.679151 | -0.429163 | -0.451733 | -0.303869 | -0.944115 | -0.600393 | 0.726963 | -0.433648 | -0.686361 | -0.213221 | -0.978798 | -0.736367 | 0.770862 | -0.420895 | -0.798113 |
| 357 | 0.097314 | -1.13352 | -1.00926 | 0.985647 | -0.620846 | -0.135043 | -0.507959 | -0.560256 | -0.568298 | 0.767562 | -0.561144 | 0.0294597 | -0.167547 | -0.958414 | -0.826969 | 0.93904 | -0.590387 | -0.0565921 | -0.0612799 | -1.08553 | -0.873488 | 0.973756 | -0.589152 | -0.22155 |
| 358 | -0.191882 | -1.13238 | -0.680037 | 0.579504 | -0.473543 | -0.54315 | -0.667844 | -0.577705 | -0.230982 | 0.691821 | -0.448703 | -0.357544 | -0.413 | -0.933812 | -0.544558 | 0.664574 | -0.467982 | -0.497377 | -0.251071 | -0.95659 | -0.667544 | 0.616339 | -0.464005 | -0.547947 |
| 359 | -0.323847 | -1.13138 | -0.822845 | 0.649077 | -0.54487 | -0.887733 | -0.598337 | -0.692167 | -0.138262 | 0.634919 | -0.410662 | -0.574469 | -0.450064 | -0.973081 | -0.549927 | 0.662644 | -0.465592 | -0.786338 | -0.422863 | -1.04283 | -0.701624 | 0.641082 | -0.511364 | -0.887887 |
| 360 | -0.196397 | -1.13002 | -0.815892 | 0.803101 | -0.52948 | -0.374867 | -0.627403 | -0.557626 | -0.410932 | 0.713302 | -0.510644 | -0.19534 | -0.38494 | -0.89961 | -0.677154 | 0.776527 | -0.522018 | -0.312253 | -0.33815 | -1.01988 | -0.725035 | 0.78377 | -0.524139 | -0.429422 |
In [18]:
# Bind data to learning algorithm
dt_mach_mean = machine(model, X_mean, y)
# Train!
@time fit!(dt_mach_mean; rows=train_idxs);
report(dt_mach_mean).print_tree()
# Compute accuracy
yhat = predict_mode(dt_mach_mean; rows=test_idxs)
acc = MLJ.accuracy(yhat, y[test_idxs])
println("Accuracy: $(acc)")
0.011851 seconds (11.21 k allocations: 831.303 KiB, 89.43% compilation time)
Feature 20 < -1.249 ?
├─ Feature 23 < -0.7454 ?
├─ Feature 14 < -1.301 ?
├─ Feature 16 < 1.062 ?
├─ Feature 20 < -1.76 ?
├─ 3 : 2/2
└─
└─ Feature 3 < -0.6793 ?
├─ 1 : 10/10
└─
└─ 5 : 4/4
└─ Feature 13 < -0.4633 ?
├─ Feature 19 < -0.753 ?
├─ 5 : 1/1
└─ 3 : 10/10
└─ 4 : 2/2
└─ Feature 1 < -0.4318 ?
├─ Feature 11 < -0.4122 ?
├─ Feature 8 < -0.4618 ?
├─ Feature 21 < -0.6537 ?
├─ 6 : 4/4
└─ 2 : 1/1
└─ 2 : 11/11
└─ Feature 18 < -0.4754 ?
├─ 4 : 1/1
└─ 6 : 4/4
└─ 4 : 11/11
Accuracy: 0.5798611111111112
[ Info: Training machine(DecisionTreeClassifier(max_depth = -1, …), …).
In [19]:
feature_importances(dt_mach_mean)
Out[19]:
24-element Vector{Pair{Symbol, Float64}}:
Symbol("mean(Y[Thumb l])") => 0.3556033147199974
Symbol("mean(X[Hand tip l])") => 0.13499663752164212
Symbol("mean(Y[Thumb r])") => 0.11855588688427983
Symbol("mean(Z[Hand tip l])") => 0.0750540336604416
Symbol("mean(Y[Elbow l])") => 0.051129205956262525
Symbol("mean(X[Wrist r])") => 0.047341464077600454
Symbol("mean(Y[Elbow r])") => 0.047081868037396314
Symbol("mean(Y[Wrist l])") => 0.04550508659728294
Symbol("mean(X[Wrist l])") => 0.043933318313957734
Symbol("mean(X[Thumb l])") => 0.026377918698496972
Symbol("mean(Z[Wrist r])") => 0.019694995497722176
Symbol("mean(Z[Thumb l])") => 0.019694995497722176
Symbol("mean(Z[Hand tip r])") => 0.015031274537197794
Symbol("mean(Y[Hand tip l])") => 0.0
Symbol("mean(X[Hand tip r])") => 0.0
Symbol("mean(Y[Hand tip r])") => 0.0
Symbol("mean(X[Elbow l])") => 0.0
Symbol("mean(Z[Elbow l])") => 0.0
Symbol("mean(X[Elbow r])") => 0.0
Symbol("mean(Z[Elbow r])") => 0.0
Symbol("mean(Z[Wrist l])") => 0.0
Symbol("mean(Y[Wrist r])") => 0.0
Symbol("mean(X[Thumb r])") => 0.0
Symbol("mean(Z[Thumb r])") => 0.0
In [20]:
X_features = DataFrame([
eachcol(mean.(Matrix(X)))...,
eachcol(maximum.(Matrix(X)))...,
eachcol(minimum.(Matrix(X)))...,
], ["$f($n)" for n in names(X) for f in ["mean", "max", "min"]])
Out[20]:
360×72 DataFrame
335 rows omitted
| Row | mean(X[Hand tip l]) | max(X[Hand tip l]) | min(X[Hand tip l]) | mean(Y[Hand tip l]) | max(Y[Hand tip l]) | min(Y[Hand tip l]) | mean(Z[Hand tip l]) | max(Z[Hand tip l]) | min(Z[Hand tip l]) | mean(X[Hand tip r]) | max(X[Hand tip r]) | min(X[Hand tip r]) | mean(Y[Hand tip r]) | max(Y[Hand tip r]) | min(Y[Hand tip r]) | mean(Z[Hand tip r]) | max(Z[Hand tip r]) | min(Z[Hand tip r]) | mean(X[Elbow l]) | max(X[Elbow l]) | min(X[Elbow l]) | mean(Y[Elbow l]) | max(Y[Elbow l]) | min(Y[Elbow l]) | mean(Z[Elbow l]) | max(Z[Elbow l]) | min(Z[Elbow l]) | mean(X[Elbow r]) | max(X[Elbow r]) | min(X[Elbow r]) | mean(Y[Elbow r]) | max(Y[Elbow r]) | min(Y[Elbow r]) | mean(Z[Elbow r]) | max(Z[Elbow r]) | min(Z[Elbow r]) | mean(X[Wrist l]) | max(X[Wrist l]) | min(X[Wrist l]) | mean(Y[Wrist l]) | max(Y[Wrist l]) | min(Y[Wrist l]) | mean(Z[Wrist l]) | max(Z[Wrist l]) | min(Z[Wrist l]) | mean(X[Wrist r]) | max(X[Wrist r]) | min(X[Wrist r]) | mean(Y[Wrist r]) | max(Y[Wrist r]) | min(Y[Wrist r]) | mean(Z[Wrist r]) | max(Z[Wrist r]) | min(Z[Wrist r]) | mean(X[Thumb l]) | max(X[Thumb l]) | min(X[Thumb l]) | mean(Y[Thumb l]) | max(Y[Thumb l]) | min(Y[Thumb l]) | mean(Z[Thumb l]) | max(Z[Thumb l]) | min(Z[Thumb l]) | mean(X[Thumb r]) | max(X[Thumb r]) | min(X[Thumb r]) | mean(Y[Thumb r]) | max(Y[Thumb r]) | min(Y[Thumb r]) | mean(Z[Thumb r]) | max(Z[Thumb r]) | min(Z[Thumb r]) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | Float64 | |
| 1 | -0.441529 | -1.99325 | -0.974478 | 1.17753 | -1.13545 | 0.101361 | -0.613209 | -0.797228 | -0.405038 | 0.718652 | -0.565179 | 0.100446 | -0.542541 | -1.5226 | -0.750785 | 1.00038 | -0.921232 | 0.133409 | -0.370604 | -1.75155 | -0.899283 | 1.0711 | -1.01009 | -0.0516195 | -0.385018 | -1.6583 | -0.881539 | 2.32037 | 1.44488 | 0.512204 | -0.554106 | -0.701578 | -0.350348 | 1.16709 | 0.347223 | 0.395771 | -0.491282 | -1.27806 | -0.685448 | 1.79337 | 1.00203 | 0.406863 | -0.313351 | -1.46128 | -0.780558 | 2.07148 | 1.36804 | 0.316459 | -0.531415 | -2.18836 | -1.05775 | 0.673774 | -2.48698 | -0.254602 | -0.685415 | -0.865485 | -0.421055 | 0.47124 | -1.01878 | -0.199562 | -0.625402 | -1.66345 | -0.81114 | 0.658217 | -1.96731 | -0.111331 | -0.471275 | -1.95368 | -1.07481 | 0.567708 | -2.23551 | -0.398628 |
| 2 | -0.433127 | -1.55045 | -0.954742 | 0.927408 | -0.379828 | -0.286614 | -0.7199 | -0.501027 | -0.134259 | 0.73385 | -0.261633 | 0.125011 | -0.562838 | -1.06006 | -0.632136 | 0.892088 | -0.327576 | -0.116493 | -0.573686 | -1.4986 | -0.8792 | 0.813487 | -0.371786 | -0.283973 | -0.353775 | -1.47568 | -0.907814 | 1.83005 | 1.60302 | 0.564454 | -0.645469 | -0.450767 | -0.079976 | 1.16402 | 0.630515 | 0.368656 | -0.490766 | -1.02786 | -0.577443 | 1.60071 | 1.16567 | 0.396875 | -0.337868 | -1.41297 | -0.823003 | 1.73599 | 1.45067 | 0.273131 | -0.493256 | -1.62319 | -0.998319 | 0.447356 | -1.65607 | -0.663262 | -0.778831 | -0.609533 | -0.18969 | 0.588437 | -0.746939 | -0.02598 | -0.61691 | -1.16127 | -0.684264 | 0.630026 | -1.25106 | -0.387906 | -0.652336 | -1.61441 | -0.934714 | 0.44474 | -1.50104 | -0.644848 |
| 3 | -0.514139 | -1.76206 | -0.624403 | 0.702343 | -0.627035 | -1.09901 | -0.514674 | -0.746088 | -0.0407252 | 0.712884 | -0.422115 | -0.500343 | -0.533024 | -1.38463 | -0.420584 | 0.718922 | -0.557678 | -0.913565 | -0.401014 | -1.55589 | -0.651494 | 0.664029 | -0.605402 | -1.10558 | -0.488133 | -1.72326 | -0.574143 | 1.11967 | 1.10104 | -0.723884 | -0.500001 | -0.726283 | 0.005095 | 0.894464 | 0.063335 | -0.317655 | -0.511855 | -1.31043 | -0.324365 | 0.99001 | 0.671023 | -0.58639 | -0.374314 | -1.44806 | -0.566663 | 1.00676 | 0.835528 | -0.787095 | -0.536751 | -1.80227 | -0.659561 | 0.413413 | -1.81935 | -1.84328 | -0.535781 | -0.766074 | -0.073473 | 0.57502 | -0.734555 | -0.786098 | -0.554929 | -1.43862 | -0.472323 | 0.545204 | -1.4393 | -1.38572 | -0.481807 | -1.6696 | -0.70853 | 0.368699 | -1.59218 | -1.6821 |
| 4 | -0.54604 | -1.86853 | -0.725127 | 1.08656 | -0.584427 | -0.479782 | -0.6895 | -0.74642 | -0.228144 | 0.877668 | -0.409193 | -0.108008 | -0.636323 | -1.48666 | -0.584435 | 1.01217 | -0.537976 | -0.346185 | -0.730508 | -1.66997 | -0.61614 | 1.0367 | -0.546088 | -0.477238 | -0.522586 | -1.78069 | -0.686548 | 2.26242 | 1.52706 | -0.005088 | -0.673945 | -0.727163 | -0.21858 | 1.24038 | 0.348744 | 0.009747 | -0.616828 | -1.42757 | -0.570106 | 1.82367 | 1.05824 | -0.07938 | -0.703212 | -1.58925 | -0.575975 | 1.93354 | 1.24924 | -0.007081 | -0.57022 | -1.92444 | -0.7541 | 0.445696 | -1.96856 | -0.908052 | -0.705548 | -0.767835 | -0.248116 | 0.648004 | -0.813243 | -0.225309 | -0.663031 | -1.52998 | -0.595026 | 0.575215 | -1.52577 | -0.592352 | -0.762753 | -1.74438 | -0.642287 | 0.409018 | -1.75325 | -0.831571 |
| 5 | -0.608619 | -1.7987 | -0.827025 | 1.00417 | -0.43575 | -0.319617 | -0.702146 | -0.788696 | -0.305568 | 0.8192 | -0.314165 | -0.0272344 | -0.667252 | -1.46293 | -0.675327 | 0.949805 | -0.380799 | -0.227083 | -0.770188 | -1.64486 | -0.753605 | 1.02711 | -0.382477 | -0.342483 | -0.520445 | -1.66009 | -0.768286 | 2.22103 | 1.68903 | 0.345277 | -0.657548 | -0.742251 | -0.253477 | 1.1722 | 0.571778 | 0.193913 | -0.592743 | -1.33552 | -0.62661 | 1.78062 | 1.25027 | 0.233033 | -0.680089 | -1.50297 | -0.68738 | 2.08055 | 1.56082 | 0.154065 | -0.663721 | -1.91686 | -0.892227 | 0.126305 | -2.01471 | -0.776186 | -0.751263 | -0.822791 | -0.370886 | 0.642538 | -0.878078 | -0.137417 | -0.722231 | -1.54215 | -0.750801 | 0.472012 | -1.55093 | -0.528868 | -0.839627 | -1.7469 | -0.879055 | 0.370054 | -1.79876 | -0.840435 |
| 6 | -0.452965 | -1.9987 | -1.01116 | 1.07126 | -1.06485 | 0.178981 | -0.660759 | -0.780783 | -0.451547 | 0.71541 | -0.601969 | 0.369429 | -0.5648 | -1.49562 | -0.812062 | 0.913442 | -0.911115 | 0.246524 | -0.629652 | -1.80679 | -0.908888 | 1.0105 | -1.06285 | 0.166492 | -0.393611 | -1.70815 | -0.91848 | 1.95775 | 1.27164 | 0.554776 | -0.57675 | -0.698577 | -0.411774 | 0.983587 | 0.2053 | 0.454105 | -0.494196 | -1.29029 | -0.745241 | 1.5225 | 0.819173 | 0.470132 | -0.524714 | -1.56371 | -0.805183 | 1.77705 | 1.15004 | 0.498096 | -0.518084 | -2.19291 | -1.09665 | 0.591307 | -2.53032 | -0.174365 | -0.734449 | -0.84796 | -0.482097 | 0.540188 | -1.03812 | 0.320893 | -0.630769 | -1.63749 | -0.880086 | 0.571791 | -1.9594 | 0.004369 | -0.714393 | -1.99821 | -1.07034 | 0.592324 | -2.39126 | -0.162875 |
| 7 | -0.475165 | -2.09609 | -0.941348 | 1.23749 | -0.965224 | 0.275899 | -0.683104 | -0.817153 | -0.410147 | 0.780974 | -0.66515 | 0.395884 | -0.597465 | -1.56819 | -0.775746 | 1.06021 | -0.89368 | 0.293467 | -0.418622 | -1.80964 | -0.922439 | 1.12936 | -0.929921 | 0.208296 | -0.435213 | -1.89811 | -0.892943 | 2.10881 | 0.847021 | 0.603523 | -0.634679 | -0.761413 | -0.364731 | 1.01754 | -0.262431 | 0.494968 | -0.55618 | -1.41948 | -0.730544 | 1.58623 | 0.317789 | 0.5329 | -0.347173 | -1.61772 | -0.813681 | 1.78307 | 0.60716 | 0.567771 | -0.523701 | -2.3206 | -0.972168 | 0.562872 | -2.61704 | -0.189166 | -0.735439 | -0.905624 | -0.449232 | 0.556242 | -1.0534 | 0.282317 | -0.661973 | -1.74775 | -0.814469 | 0.575103 | -2.01234 | -0.041922 | -0.514007 | -1.99957 | -1.03325 | 0.574622 | -2.34826 | -0.22429 |
| 8 | -0.402244 | -1.79774 | -0.706467 | 1.21315 | -0.449356 | -0.631085 | -0.538756 | -0.693987 | -0.130841 | 0.921704 | -0.331958 | -0.182986 | -0.51433 | -1.36048 | -0.513683 | 1.13443 | -0.400679 | -0.476162 | -0.312525 | -1.50874 | -0.731653 | 1.13495 | -0.441984 | -0.643643 | -0.322878 | -1.70085 | -0.681783 | 2.11726 | 1.32979 | -0.252134 | -0.500151 | -0.673337 | -0.081242 | 1.17727 | 0.225415 | -0.143734 | -0.471905 | -1.31135 | -0.493956 | 1.6847 | 0.875399 | -0.30433 | -0.256122 | -1.39932 | -0.687984 | 1.87921 | 1.22201 | -0.335098 | -0.475146 | -1.89011 | -0.740249 | 0.504606 | -1.92417 | -0.951315 | -0.594807 | -0.717048 | -0.169973 | 0.641661 | -0.759432 | -0.254318 | -0.569041 | -1.39664 | -0.548075 | 0.650732 | -1.45082 | -0.658271 | -0.369912 | -1.64526 | -0.783504 | 0.432638 | -1.7685 | -0.858186 |
| 9 | -0.581116 | -1.75254 | -0.618155 | 1.03402 | -0.639092 | -0.575176 | -0.611921 | -0.713442 | -0.0888676 | 0.859068 | -0.483007 | -0.0566167 | -0.66713 | -1.29546 | -0.390795 | 1.01492 | -0.567729 | -0.350515 | -0.716923 | -1.50612 | -0.468936 | 0.915153 | -0.576937 | -0.593327 | -0.562071 | -1.69504 | -0.585535 | 2.00483 | 1.22526 | -0.081632 | -0.604111 | -0.683182 | -0.0748 | 1.21415 | 0.058672 | -0.026005 | -0.650468 | -1.25479 | -0.32375 | 1.68063 | 0.714727 | -0.078505 | -0.696873 | -1.45009 | -0.433935 | 1.77922 | 0.963911 | -0.156107 | -0.638035 | -1.7944 | -0.646959 | 0.571202 | -1.82562 | -0.969561 | -0.635759 | -0.734319 | -0.094186 | 0.596921 | -0.776904 | -0.100879 | -0.712312 | -1.40247 | -0.458687 | 0.653975 | -1.39001 | -0.549548 | -0.750091 | -1.55181 | -0.506069 | 0.468808 | -1.63876 | -0.881726 |
| 10 | -0.483915 | -1.74924 | -0.720024 | 1.33397 | -0.624704 | -0.452416 | -0.54399 | -0.700616 | -0.179842 | 0.874849 | -0.379759 | -0.138082 | -0.52407 | -1.35246 | -0.512443 | 1.17802 | -0.542814 | -0.351154 | -0.397916 | -1.54072 | -0.723329 | 1.19036 | -0.525114 | -0.537482 | -0.432659 | -1.71604 | -0.6719 | 2.15953 | 1.20274 | -0.069495 | -0.518321 | -0.664987 | -0.119738 | 1.10158 | 0.2319 | 0.008826 | -0.477974 | -1.29901 | -0.458693 | 1.75107 | 0.765327 | -0.091194 | -0.347701 | -1.50179 | -0.674284 | 1.98013 | 1.0549 | -0.180914 | -0.521691 | -1.84493 | -0.765674 | 0.506781 | -1.84912 | -0.725259 | -0.575493 | -0.736928 | -0.243452 | 0.629041 | -0.828368 | -0.263425 | -0.556898 | -1.44422 | -0.567642 | 0.60269 | -1.4522 | -0.572369 | -0.435039 | -1.6241 | -0.792227 | 0.456236 | -1.61216 | -0.786753 |
| 11 | -0.611767 | -1.9223 | -0.736676 | 0.991164 | -0.24062 | -0.796395 | -0.563634 | -0.797446 | -0.158887 | 0.892275 | -0.314994 | -0.38916 | -0.612288 | -1.50433 | -0.580835 | 0.99877 | -0.314781 | -0.672492 | -0.43971 | -1.69515 | -0.757334 | 1.03626 | -0.294066 | -0.741488 | -0.592949 | -1.84313 | -0.701113 | 1.86102 | 1.53488 | -0.409815 | -0.553843 | -0.779989 | -0.143309 | 1.18084 | 0.438521 | -0.309376 | -0.576999 | -1.43843 | -0.539548 | 1.61984 | 1.03171 | -0.478803 | -0.419731 | -1.59845 | -0.722253 | 1.74685 | 1.32284 | -0.336484 | -0.631494 | -2.00128 | -0.780893 | 0.360876 | -2.06767 | -1.32385 | -0.568657 | -0.817325 | -0.182118 | 0.716682 | -0.854226 | -0.527349 | -0.638282 | -1.5895 | -0.614004 | 0.654906 | -1.60683 | -0.938394 | -0.456314 | -1.83352 | -0.832688 | 0.541055 | -2.01508 | -1.27287 |
| 12 | -0.595399 | -1.63924 | -0.862169 | 1.19874 | -0.368009 | -0.177448 | -0.663887 | -0.678814 | -0.242719 | 0.792181 | -0.19184 | 0.121218 | -0.670686 | -1.32286 | -0.696213 | 1.04872 | -0.277322 | -0.0699145 | -0.607122 | -1.41822 | -0.893839 | 1.11667 | -0.326273 | -0.230035 | -0.497933 | -1.54278 | -0.804439 | 2.25494 | 1.32073 | 0.392739 | -0.62388 | -0.655575 | -0.171393 | 1.08493 | 0.632802 | 0.245402 | -0.598216 | -1.25673 | -0.64552 | 1.74253 | 1.1584 | 0.25986 | -0.522759 | -1.29954 | -0.847284 | 2.04449 | 1.1852 | 0.166932 | -0.658736 | -1.69211 | -0.94006 | 0.589302 | -1.96147 | -0.706464 | -0.686063 | -0.722308 | -0.319638 | 0.614921 | -0.766258 | -0.052514 | -0.706448 | -1.35235 | -0.769446 | 0.680281 | -1.5031 | -0.456633 | -0.665818 | -1.48343 | -0.966365 | 0.459916 | -1.79774 | -0.621171 |
| 13 | -0.647034 | -1.87037 | -0.628469 | 1.18445 | -0.731339 | -0.528762 | -0.653925 | -0.712748 | -0.0372682 | 0.917467 | -0.499303 | -0.0552 | -0.708103 | -1.41546 | -0.395696 | 1.11847 | -0.642955 | -0.331228 | -0.530089 | -1.59898 | -0.649548 | 1.03275 | -0.678406 | -0.505 | -0.611526 | -1.72272 | -0.565833 | 2.34208 | 1.33876 | 0.060351 | -0.643229 | -0.673597 | -0.015952 | 1.34176 | 0.09328 | 0.064032 | -0.682874 | -1.28245 | -0.322386 | 1.98793 | 0.91031 | 0.031068 | -0.503056 | -1.46865 | -0.595206 | 2.14439 | 1.10593 | -0.007839 | -0.698135 | -1.98867 | -0.672837 | 0.538287 | -2.01777 | -0.90524 | -0.673286 | -0.738502 | -0.055339 | 0.625017 | -0.821171 | -0.138228 | -0.753082 | -1.53009 | -0.478502 | 0.639138 | -1.5504 | -0.541079 | -0.566866 | -1.70332 | -0.697546 | 0.480233 | -1.80712 | -0.780941 |
| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
| 349 | -0.528628 | -1.47935 | -0.871592 | 0.871904 | -0.614831 | -0.473561 | -0.728204 | -0.706623 | -0.256169 | 0.797255 | -0.502345 | -0.206722 | -0.623392 | -1.20068 | -0.646667 | 0.889521 | -0.571311 | -0.393645 | -0.545033 | -1.29719 | -0.822133 | 0.911729 | -0.56195 | -0.516098 | 0.869598 | -0.030072 | -0.434234 | 1.83766 | 1.14034 | 0.334439 | -0.42694 | -0.544591 | -0.010349 | 1.21654 | 0.061457 | 0.106816 | 0.39283 | -0.30339 | -0.300645 | 1.57696 | 0.769193 | 0.118088 | 0.593669 | 0.070935 | -0.301444 | 1.72673 | 1.04541 | 0.165721 | -2.13613 | -2.15388 | -1.61811 | 0.535527 | -2.26064 | -1.36644 | -1.09423 | -0.795786 | -0.597162 | 0.613407 | -0.85562 | -0.795352 | -1.70272 | -1.61622 | -1.18743 | 0.643239 | -1.67247 | -0.914306 | -1.91656 | -1.94042 | -1.53017 | 0.545459 | -2.0312 | -1.25035 |
| 350 | -0.391091 | -1.24245 | -0.649191 | 0.429929 | -0.759488 | -0.773544 | -0.684957 | -0.615739 | -0.0772783 | 0.615303 | -0.485906 | -0.477473 | -0.551178 | -1.01866 | -0.442544 | 0.518835 | -0.655888 | -0.697814 | -0.387767 | -1.09422 | -0.622127 | 0.489042 | -0.701798 | -0.7677 | 0.389116 | -0.23259 | -0.327317 | 0.933632 | 1.10228 | -0.268077 | -0.575113 | -0.441134 | 0.088779 | 1.08203 | 0.193485 | -0.298392 | 0.058936 | -0.374278 | -0.123633 | 1.02727 | 0.893754 | -0.528296 | 0.23114 | -0.081959 | -0.156717 | 0.899512 | 0.956814 | -0.267996 | -0.901392 | -1.68079 | -1.30819 | 0.125946 | -1.7138 | -1.70585 | -0.894927 | -0.707472 | -0.399982 | 0.235004 | -0.739808 | -0.90493 | -0.972322 | -1.31219 | -0.909703 | 0.115813 | -1.36263 | -1.58206 | -0.889589 | -1.57527 | -1.20901 | 0.12902 | -1.54108 | -1.73354 |
| 351 | -0.294253 | -1.21454 | -0.883526 | 0.727772 | -0.610082 | -0.284078 | -0.692342 | -0.664887 | -0.455575 | 0.722325 | -0.532913 | -0.171167 | -0.445726 | -1.00317 | -0.748842 | 0.758798 | -0.54726 | -0.273096 | -0.372756 | -1.14293 | -0.826733 | 0.710812 | -0.525604 | -0.359432 | 1.02997 | -0.238554 | -0.419463 | 2.06604 | 1.10239 | 0.140743 | -0.034954 | -0.264905 | -0.204726 | 1.09583 | 0.201908 | 0.177178 | 0.658836 | -0.3504 | -0.339743 | 1.63633 | 0.939345 | 0.112204 | 0.753832 | -0.269505 | -0.477042 | 1.81319 | 0.930659 | 0.045533 | -1.50538 | -2.28766 | -1.88357 | 0.129675 | -2.2062 | -0.816455 | -0.963329 | -0.890207 | -0.833702 | 0.562643 | -0.975205 | -0.742138 | -1.34189 | -1.78598 | -1.51414 | 0.36984 | -1.79343 | -0.479665 | -1.49841 | -1.99726 | -1.66686 | 0.103104 | -2.02163 | -0.737748 |
| 352 | -0.149389 | -1.0713 | -0.864521 | 0.560025 | -0.542136 | -0.61619 | -0.516076 | -0.646244 | -0.246143 | 0.621417 | -0.34105 | -0.376579 | -0.323191 | -0.96587 | -0.650919 | 0.617188 | -0.429769 | -0.58055 | -0.248622 | -0.997935 | -0.807139 | 0.629294 | -0.460835 | -0.662836 | 0.615344 | 0.476508 | -0.400757 | 0.849627 | 1.39781 | -0.075626 | -0.235183 | -0.346052 | -0.029021 | 0.847709 | 0.444251 | -0.038324 | 0.35864 | 0.037193 | -0.297615 | 0.912934 | 1.24697 | -0.375925 | 0.611398 | 0.309558 | -0.317958 | 0.839686 | 1.36557 | -0.196878 | -0.647488 | -2.05409 | -1.52402 | 0.286836 | -1.94879 | -1.59774 | -0.692255 | -0.863562 | -0.614853 | 0.480771 | -0.776568 | -0.877225 | -0.644727 | -1.58293 | -1.2373 | 0.35987 | -1.53337 | -1.17508 | -0.750397 | -1.86518 | -1.46483 | 0.266228 | -1.73231 | -1.47325 |
| 353 | -0.423029 | -1.19482 | -1.04728 | 0.938631 | -0.554863 | -0.204354 | -0.680112 | -0.51714 | -0.110199 | 0.752368 | -0.408959 | 0.0156558 | -0.591194 | -0.881049 | -0.619152 | 0.877732 | -0.509368 | -0.100999 | -0.444482 | -1.01915 | -0.944773 | 0.92389 | -0.556141 | -0.294183 | 0.781918 | -0.283512 | -0.524274 | 1.97727 | 1.25252 | 0.552127 | -0.410548 | -0.32245 | 0.427799 | 1.20603 | 0.226287 | 0.356281 | 0.041732 | -0.212238 | -0.349109 | 1.5871 | 0.875744 | 0.459266 | 0.510617 | -0.122736 | -0.34534 | 1.89522 | 1.16142 | 0.344365 | -1.62574 | -2.12207 | -2.05281 | 0.40946 | -1.96849 | -0.635584 | -0.863551 | -0.702639 | -0.4533 | 0.515298 | -0.769868 | -0.492287 | -1.21958 | -1.421 | -1.13229 | 0.468465 | -1.46767 | -0.340621 | -1.57746 | -1.79226 | -1.97165 | 0.305305 | -1.89709 | -0.675889 |
| 354 | -0.26923 | -1.38106 | -0.871616 | 0.453254 | -0.792699 | -0.921229 | -0.549234 | -0.700655 | -0.146116 | 0.567558 | -0.455335 | -0.498257 | -0.415451 | -1.16512 | -0.604436 | 0.536696 | -0.63519 | -0.79227 | -0.326377 | -1.28203 | -0.767528 | 0.445161 | -0.693487 | -0.89879 | 0.496835 | 0.204395 | -0.570682 | 0.630271 | 1.44141 | -0.285359 | -0.398003 | -0.500345 | 0.049831 | 0.725773 | 0.613623 | -0.233951 | 0.150491 | -0.107304 | -0.315168 | 0.715978 | 1.37506 | -0.537726 | 0.492156 | 0.00575 | -0.524324 | 0.769543 | 1.30065 | -0.512097 | -0.727499 | -2.00647 | -1.62422 | 0.042796 | -1.82698 | -1.66357 | -0.663335 | -0.843607 | -0.514487 | 0.27558 | -0.794859 | -1.06791 | -0.745791 | -1.58261 | -1.2045 | 0.174881 | -1.45674 | -1.52528 | -0.755394 | -1.79292 | -1.43242 | 0.073085 | -1.62973 | -1.62185 |
| 355 | -0.342298 | -1.4574 | -0.950301 | 1.01039 | -0.930284 | -0.409856 | -0.680879 | -0.741757 | -0.336537 | 0.781863 | -0.597116 | -0.174152 | -0.48298 | -1.1747 | -0.729408 | 0.960872 | -0.791981 | -0.304143 | -0.424199 | -1.34825 | -0.892371 | 0.999731 | -0.895871 | -0.367742 | 1.06896 | 0.254249 | -0.695876 | 2.083 | 1.23389 | 0.149411 | -0.387069 | -0.564128 | -0.198293 | 1.11687 | 0.029128 | 0.248792 | 0.615544 | -0.149579 | -0.488908 | 1.77164 | 0.906294 | 0.178911 | 0.99034 | -0.049392 | -0.538433 | 2.02235 | 1.07861 | 0.206819 | -1.3701 | -2.16415 | -1.74459 | 0.619419 | -2.16526 | -0.847254 | -1.01256 | -0.833624 | -0.749227 | 0.562257 | -0.899491 | -0.763002 | -1.27737 | -1.66348 | -1.31365 | 0.665414 | -1.67093 | -0.577958 | -1.30359 | -1.93101 | -1.64539 | 0.488676 | -2.06451 | -0.682623 |
| 356 | -0.134113 | -1.10602 | -0.824465 | 0.750383 | -0.467471 | -0.797686 | -0.542451 | -0.640251 | -0.212968 | 0.679151 | -0.429163 | -0.451733 | -0.303869 | -0.944115 | -0.600393 | 0.726963 | -0.433648 | -0.686361 | -0.213221 | -0.978798 | -0.736367 | 0.770862 | -0.420895 | -0.798113 | 0.731776 | 0.162344 | -0.489786 | 1.64516 | 1.0855 | -0.397333 | -0.29269 | -0.477082 | 0.01095 | 0.925295 | 0.162285 | -0.206067 | 0.395539 | -0.10544 | -0.302333 | 1.34069 | 0.852432 | -0.495983 | 0.559385 | 0.256083 | -0.345348 | 1.5688 | 0.963859 | -0.498128 | -0.641388 | -1.81321 | -1.39858 | 0.385693 | -1.75402 | -1.56595 | -0.678385 | -0.802593 | -0.534946 | 0.57234 | -0.784739 | -0.910236 | -0.663769 | -1.38346 | -1.14978 | 0.395951 | -1.40044 | -1.07951 | -0.758567 | -1.62167 | -1.29202 | 0.497096 | -1.57526 | -1.39568 |
| 357 | 0.097314 | -1.13352 | -1.00926 | 0.985647 | -0.620846 | -0.135043 | -0.507959 | -0.560256 | -0.568298 | 0.767562 | -0.561144 | 0.0294597 | -0.167547 | -0.958414 | -0.826969 | 0.93904 | -0.590387 | -0.0565921 | -0.0612799 | -1.08553 | -0.873488 | 0.973756 | -0.589152 | -0.22155 | 1.09295 | -0.131823 | -0.389759 | 2.14004 | 1.07135 | 0.184518 | -0.134064 | -0.432087 | -0.417138 | 1.14635 | -0.139042 | 0.328382 | 0.538445 | -0.341759 | -0.497764 | 1.66646 | 0.682734 | 0.193219 | 0.824322 | -0.090746 | -0.261622 | 1.95921 | 0.994555 | 0.19325 | -1.04438 | -1.98353 | -1.82333 | 0.398742 | -2.25841 | -0.438689 | -0.793497 | -0.673801 | -0.773101 | 0.543537 | -0.932068 | -0.577807 | -0.955126 | -1.50556 | -1.37038 | 0.595882 | -1.7772 | -0.221432 | -1.02617 | -1.85406 | -1.6831 | 0.461905 | -2.20782 | -0.52955 |
| 358 | -0.191882 | -1.13238 | -0.680037 | 0.579504 | -0.473543 | -0.54315 | -0.667844 | -0.577705 | -0.230982 | 0.691821 | -0.448703 | -0.357544 | -0.413 | -0.933812 | -0.544558 | 0.664574 | -0.467982 | -0.497377 | -0.251071 | -0.95659 | -0.667544 | 0.616339 | -0.464005 | -0.547947 | 0.728568 | -0.003511 | -0.315575 | 1.53522 | 1.016 | -0.043826 | -0.467495 | -0.409104 | 0.07036 | 1.11142 | 0.095981 | -0.052554 | 0.401363 | -0.359091 | -0.135093 | 1.46716 | 0.695802 | -0.27542 | 0.516702 | -0.033329 | -0.129393 | 1.48953 | 0.870688 | -0.169261 | -0.777644 | -1.6986 | -1.1552 | 0.128531 | -1.68569 | -1.2196 | -0.86945 | -0.693123 | -0.529973 | 0.482746 | -0.729483 | -0.738647 | -0.909588 | -1.29209 | -0.931064 | 0.227181 | -1.31339 | -1.07584 | -0.88525 | -1.6161 | -1.13976 | 0.116783 | -1.4871 | -1.19396 |
| 359 | -0.323847 | -1.13138 | -0.822845 | 0.649077 | -0.54487 | -0.887733 | -0.598337 | -0.692167 | -0.138262 | 0.634919 | -0.410662 | -0.574469 | -0.450064 | -0.973081 | -0.549927 | 0.662644 | -0.465592 | -0.786338 | -0.422863 | -1.04283 | -0.701624 | 0.641082 | -0.511364 | -0.887887 | 0.628888 | 0.049904 | -0.279739 | 1.63764 | 1.10824 | -0.424861 | -0.413439 | -0.49076 | 0.115864 | 1.03605 | 0.248571 | -0.314939 | 0.250081 | -0.183546 | -0.095887 | 1.41215 | 0.907338 | -0.584428 | 0.550985 | 0.129911 | -0.116938 | 1.52357 | 0.929478 | -0.551593 | -1.35073 | -1.8798 | -1.44657 | 0.378889 | -1.89259 | -1.75717 | -0.793951 | -0.808262 | -0.555973 | 0.416415 | -0.775946 | -1.14321 | -1.11281 | -1.44436 | -1.04322 | 0.342394 | -1.4851 | -1.35434 | -1.30119 | -1.6557 | -1.45183 | 0.303448 | -1.66995 | -1.69987 |
| 360 | -0.196397 | -1.13002 | -0.815892 | 0.803101 | -0.52948 | -0.374867 | -0.627403 | -0.557626 | -0.410932 | 0.713302 | -0.510644 | -0.19534 | -0.38494 | -0.89961 | -0.677154 | 0.776527 | -0.522018 | -0.312253 | -0.33815 | -1.01988 | -0.725035 | 0.78377 | -0.524139 | -0.429422 | 0.883327 | -0.076126 | -0.54603 | 1.70224 | 0.884808 | -0.067641 | -0.329862 | -0.30998 | -0.206609 | 1.00219 | 0.015204 | 0.024489 | 0.429669 | -0.171329 | -0.459595 | 1.42754 | 0.533762 | -0.221229 | 0.656208 | -0.030006 | -0.438676 | 1.56856 | 0.787189 | -0.239276 | -0.861988 | -1.78556 | -1.33529 | 0.503982 | -1.87267 | -0.98564 | -0.885001 | -0.671412 | -0.74064 | 0.547923 | -0.797372 | -0.604911 | -0.861292 | -1.36105 | -1.04 | 0.558598 | -1.46022 | -0.562448 | -0.953536 | -1.60818 | -1.2662 | 0.442447 | -1.8695 | -0.983191 |
In [21]:
# Bind data to learning algorithm
dt_mach_features = machine(model, X_features, y)
# Train!
@time fit!(dt_mach_features; rows=train_idxs);
# report(dt_mach_features).print_tree()
# Compute accuracy
yhat = predict_mode(dt_mach_features; rows=test_idxs)
acc = MLJ.accuracy(yhat, y[test_idxs])
println("Accuracy: $(acc)")
0.058000 seconds (151.85 k allocations: 10.589 MiB, 95.36% compilation time) Accuracy: 0.6215277777777778
[ Info: Training machine(DecisionTreeClassifier(max_depth = -1, …), …).
In [22]:
feature_importances(dt_mach_features)
Out[22]:
72-element Vector{Pair{Symbol, Float64}}:
Symbol("mean(Z[Wrist l])") => 0.39197281914934023
Symbol("mean(Z[Thumb l])") => 0.18132225305149968
Symbol("max(X[Elbow r])") => 0.1674106890097206
Symbol("min(Z[Elbow l])") => 0.04649458245137584
Symbol("mean(Y[Thumb l])") => 0.039423017278086676
Symbol("min(X[Thumb r])") => 0.02890204377675993
Symbol("min(Z[Wrist l])") => 0.028357357678726745
Symbol("max(Z[Hand tip l])") => 0.027751246591978567
Symbol("max(X[Wrist l])") => 0.026023637734944746
Symbol("min(Z[Hand tip l])") => 0.02471299742179882
Symbol("max(Z[Thumb r])") => 0.022598081318570357
Symbol("mean(Z[Hand tip l])") => 0.015031274537197794
Symbol("mean(X[Hand tip l])") => 0.0
⋮
Symbol("min(X[Thumb l])") => 0.0
Symbol("max(Y[Thumb l])") => 0.0
Symbol("min(Y[Thumb l])") => 0.0
Symbol("max(Z[Thumb l])") => 0.0
Symbol("min(Z[Thumb l])") => 0.0
Symbol("mean(X[Thumb r])") => 0.0
Symbol("max(X[Thumb r])") => 0.0
Symbol("mean(Y[Thumb r])") => 0.0
Symbol("max(Y[Thumb r])") => 0.0
Symbol("min(Y[Thumb r])") => 0.0
Symbol("mean(Z[Thumb r])") => 0.0
Symbol("min(Z[Thumb r])") => 0.0
In [23]:
using ModalDecisionTrees
# Instantiate the learning algorithm
mdt_model = ModalDecisionTree(; relations = :IA7);
In [24]:
# Bind data to learning algorithm
mach = machine(mdt_model, X, y)
# Train!
@time fit!(mach; rows=train_idxs)
[ Info: Precomputing logiset... [ Info: Training machine(ModalDecisionTree(max_depth = nothing, …), …).
102.039333 seconds (888.92 M allocations: 46.554 GiB, 10.71% gc time, 43.99% compilation time)
Out[24]:
trained Machine; caches model-specific representations of data
model: ModalDecisionTree(max_depth = nothing, …)
args:
1: Source @965 ⏎ Table{AbstractVector{AbstractVector{Continuous}}}
2: Source @752 ⏎ AbstractVector{Multiclass{6}}
In [25]:
# Compute accuracy
yhat = predict_mode(mach; rows=test_idxs)
MLJ.accuracy(yhat, y[test_idxs])
Out[25]:
0.7847222222222222
In [26]:
report(mach).printmodel(true; show_metrics = true)
▣ ⟨G⟩min[X[Hand tip l]] ≥ 0.428173 ├✔ ⟨G⟩(min[X[Hand tip l]] ≥ 0.428173 ∧ ⟨G⟩min[X[Wrist l]] < -1.536833) │├✔ ⟨G⟩(min[X[Hand tip l]] ≥ 0.428173 ∧ ⟨G⟩(min[X[Wrist l]] < -1.536833 ∧ ⟨A̅O̅⟩min[X[Hand tip l]] ≥ 0.428173)) ││├✔ Spread wings : (ninstances = 8, confidence = 1.0, coverage = 1.0) ││└✘ Fold wings : (ninstances = 12, confidence = 1.0, coverage = 1.0) │└✘ Lock wings : (ninstances = 14, confidence = 1.0, coverage = 1.0) └✘ ⟨G⟩min[Y[Hand tip r]] ≥ 0.847021 ├✔ I have command : (ninstances = 14, confidence = 0.93, coverage = 1.0) └✘ ⟨G⟩min[Z[Hand tip l]] ≥ -0.62357 ├✔ ⟨G⟩(min[Z[Hand tip l]] ≥ -0.62357 ∧ min[Y[Hand tip r]] < -1.850843) │├✔ All clear : (ninstances = 4, confidence = 0.75, coverage = 1.0) │└✘ Not clear : (ninstances = 7, confidence = 1.0, coverage = 1.0) └✘ All clear : (ninstances = 13, confidence = 0.92, coverage = 1.0)
In [27]:
# Access model
tree = report(mach).model
# Extract the corresponding ruleset
ruleset = listrules(tree; use_shortforms = true);
# Print ruleset
printmodel.(ruleset; show_metrics = false, threshold_digits = 2, variable_names_map = [names(X)], parenthesize_atoms = true, hidemodality = true);
▣ ⟨G⟩((min[X[Hand tip l]] ≥ 0.43) ∧ ⟨G⟩((min[X[Wrist l]] < -1.54) ∧ ⟨A̅O̅⟩(min[X[Hand tip l]] ≥ 0.43))) 🠮 Spread wings ▣ ⟨G⟩((min[X[Hand tip l]] ≥ 0.43) ∧ ⟨G⟩(min[X[Wrist l]] < -1.54)) ∧ [G]((min[X[Hand tip l]] ≥ 0.43) → ([G]((min[X[Wrist l]] < -1.54) → ([A̅O̅](min[X[Hand tip l]] < 0.43))))) 🠮 Fold wings ▣ ⟨G⟩(min[X[Hand tip l]] ≥ 0.43) ∧ [G]((min[X[Hand tip l]] ≥ 0.43) → ([G](min[X[Wrist l]] ≥ -1.54))) 🠮 Lock wings ▣ ⟨G⟩(min[Y[Hand tip r]] ≥ 0.85) ∧ [G](min[X[Hand tip l]] < 0.43) 🠮 I have command ▣ ⟨G⟩((min[Z[Hand tip l]] ≥ -0.62) ∧ (min[Y[Hand tip r]] < -1.85)) ∧ [G](min[X[Hand tip l]] < 0.43) ∧ [G](min[Y[Hand tip r]] < 0.85) 🠮 All clear ▣ ⟨G⟩(min[Z[Hand tip l]] ≥ -0.62) ∧ [G](min[X[Hand tip l]] < 0.43) ∧ [G](min[Y[Hand tip r]] < 0.85) ∧ [G]((min[Z[Hand tip l]] ≥ -0.62) → (min[Y[Hand tip r]] ≥ -1.85)) 🠮 Not clear ▣ [G](min[X[Hand tip l]] < 0.43) ∧ [G](min[Y[Hand tip r]] < 0.85) ∧ [G](min[Z[Hand tip l]] < -0.62) 🠮 All clear
In [35]:
first_rule = ruleset[1]
first_antd = antecedent(first_rule)
println("First formula, translated:")
println(SoleLogics.experimentals.formula2natlang(first_antd; threshold_digits = 2))
println()
println("All formulas, translated:")
for (i_rule, rule) in enumerate(ruleset)
println()
println("[$i_rule]")
print("IF\t")
antd = antecedent(rule)
consq = consequent(rule)
println(SoleLogics.experimentals.formula2natlang(antd; threshold_digits = 2));
print("THEN\t")
println(consq)
end
First formula, translated: ∃ interval where ((min[V1] ≥ 0.43) and (∃ interval where ((min[V13] < -1.54) and (∃ preceding, partially overlapping interval where (min[V1] ≥ 0.43))))) All formulas, translated: [1] IF ∃ interval where ((min[V1] ≥ 0.43) and (∃ interval where ((min[V13] < -1.54) and (∃ preceding, partially overlapping interval where (min[V1] ≥ 0.43))))) THEN ▣ Spread wings [2] IF (∃ interval where ((min[V1] ≥ 0.43) and (∃ interval where (min[V13] < -1.54)))) and (∀ intervals (whenever min[V1] ≥ 0.43 holds, also ∀ intervals (whenever min[V13] < -1.54 holds, also ∀ preceding, partially overlapping intervals (min[V1] < 0.43)))) THEN ▣ Fold wings [3] IF (∃ interval where (min[V1] ≥ 0.43)) and (∀ intervals (whenever min[V1] ≥ 0.43 holds, also ∀ intervals (min[V13] ≥ -1.54))) THEN ▣ Lock wings [4] IF (∃ interval where (min[V5] ≥ 0.85)) and (∀ intervals (min[V1] < 0.43)) THEN ▣ I have command [5] IF ((∃ interval where ((min[V3] ≥ -0.62) and (min[V5] < -1.85))) and (∀ intervals (min[V1] < 0.43))) and (∀ intervals (min[V5] < 0.85)) THEN ▣ All clear [6] IF (((∃ interval where (min[V3] ≥ -0.62)) and (∀ intervals (min[V1] < 0.43))) and (∀ intervals (min[V5] < 0.85))) and (∀ intervals (whenever min[V3] ≥ -0.62 holds, also min[V5] ≥ -1.85)) THEN ▣ Not clear [7] IF ((∀ intervals (min[V1] < 0.43)) and (∀ intervals (min[V5] < 0.85))) and (∀ intervals (min[V3] < -0.62)) THEN ▣ All clear